{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import scipy\n",
    "from matplotlib import pyplot as plt\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import pybel\n",
    "\n",
    "from rdkit import Chem\n",
    "from rdkit.Chem import PandasTools\n",
    "from rdkit.Chem.Lipinski import NumHDonors, NumHAcceptors, NumAromaticRings\n",
    "import rdkit.Chem as Chem\n",
    "from rdkit import DataStructs\n",
    "from rdkit.Chem import AllChem\n",
    "from rdkit.Chem.Crippen import MolLogP\n",
    "\n",
    "import sys\n",
    "sys.path.append('../')\n",
    "from utils.utils import *\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Notebook with experiments on aromatic rings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this notebook we show an analysis of molecules returned by the Mol-CycleGAN, for the following datasets:\n",
    "\n",
    "1. Dataset A - molecules with 2 aromatic rings\n",
    "2. Dataset B - molecules with 1 or 3 aromatic rings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Before running this notebook, one should:**\n",
    "\n",
    "1. Prepare train and test datasets, with *mol-cycle-gan/data/input_data/aromatic_rings/datasets_generator_aromatic_rings.ipynb* notebook.\n",
    "\n",
    "2. Train Mol-CycleGAN and generate G(A) and F(B) datasets, with *mol-cycle-gan/scripts/run_aromatic_rings_training.sh* script.\n",
    "\n",
    "3. Get SMILES representation of generated molecules, with *mol-cycle-gan/scripts/run_aromatic_rings_decoding.sh* script."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Read datasets\n",
    "1. smiles_A - train_A molecules \n",
    "2. smiles_B - train_B molecules \n",
    "3. smiles_A_to_B - G(test_A) molecules returned by the Mol-CycleGAN \n",
    "4. smiles_B_to_A - F(test_B) molecules returned by the Mol-CycleGAN "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "smiles_A = pd.read_csv('../data/input_data/aromatic_rings/X_JTVAE_zinc_test_A.csv')['smiles'].values\n",
    "smiles_B = pd.read_csv('../data/input_data/aromatic_rings/X_JTVAE_zinc_test_B.csv')['smiles'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "smiles_A_to_B = pd.read_csv('../data/results/aromatic_rings/smiles_list_A_to_B.csv')['SMILES'].values\n",
    "smiles_B_to_A = pd.read_csv('../data/results/aromatic_rings/smiles_list_B_to_A.csv')['SMILES'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot aromatic rings distribution in A and G(A) datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f61c6e6ba90>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ZF198cef9v//7v7P33nsDsGjRIn7xi1/0e869996783jpDTfcwJ133tnvOVpFmR1phxTaP+iuQ0SsWf3b0B7mCOBfI+KtJeqQJEmSJElqOQ8++CCf+MQnOu+32WYbbr31Vrbaaqua5xgzZgynnHIKs2fPZpdddum174IFCzrfjTZy5EiOOOKIftc8c+ZMnnrqKQC23npr9tprL4477rjOv9dzvBPgmGOO6Wyfe+65dc3RCsoEaXsX2r/soc8/AuOBBJYAHwU2ArYBLq/2CeBLJeqQJEmSJElqOWeffXbnUcihQ4dy4YUXMm7cuLrm2n777fnoRz/aa58ZM2bQ3t4OwIEHHkhbW1u/15k6dWpne0WAdvTRRzN8+HAArrvuupqOmHb1nve8Z6U6X3311X7P0QrKBGnbVH+fysyneujzvkL7K5n5g8x8OjPvB44C7qv+bXJETChRiyRJkiRJUst49tlnVwql3vnOd7Lnnns2dc2f//znne3iu81qNX/+fK666ioAIqIzSFtvvfV429veBkBHRwfTpk3r99zbbbcdkyZNAuD555/n+uuv7/ccraBMkDaByk6zh7v7Y0SM4bVda8uB84p/z8xlwAWFR3uUqEWSJEmSJKllXHvttSxdurTz/vjjj2/qeq+88go33XRT5/0BBxzQ7zmmT5/eWfM+++zD5ptv3vm34vHOYkDYH8Warr766rrmGGxlgrQx1d8Xe/j7ZGAYlbDttsx8vps+/6/QnliiFkmSJEmSpJZx4403draHDBnCfvvt19T1/vCHP7BkyRIA1lxzzc6X+/dH8f1n73//+1f626GHHspaa60FwH333cett97a7/n32muvzvYNN9zQ7/GtoEyQtqz629NnI6YU2jf00OeFQrv/B3clSZIkSZJa0OzZszvb2267LWPGjOmld2PX23777YmIfo2/++67ueOOOwAYMWIERx111Ep/HzVqFEceeWTnfT0fHdhpp50623PmzOl8n9uqpEyQtoDKhwI27+HvBxbaN/bQZ3ShvWq+ZU6SJEmSJKmLZ599trM9YULzXws/d+7czvYWW2zR7/HFYOyQQw7p9qMIxeOdM2bM6PyQQq2KdbW3t3P//ff3u87BNqzE2DlUvsA5ISJ2yMy7V/whIiYBb6reLgNu7mGOjQvt7o5+SpIkSZIkrXLmz5/f2V5xJLIvJ598MnPmzOm1z9lnn83OO+/8uufz5s3rbPc3uFu+fDkXX3xx533XY50r7LfffkyaNIl58+bxwgsvcNlll3HMMcfUvM4GG2zA0KFDWb58eWfN9RxBHUxlgrRrgX+otr8bEYdm5ksRMRz4DpXdaglcl5kv9zDHboX2QyVqkSRJkiRJahkr3lcGMHLkyJrGzJo1i1tuuaXXPqecckq3z5977rnOdne7yXpz9dVX8+STT3aOPeSQQ7rtFxEcc8wxnHnmmUDlowP9CdKGDh3KWmut1RkyFnftrSrKHO2cCiyqtvcHHomI66h8xfMdhX7f62WOt1Z/E/hziVokSZIkSZJaxtprr93ZXrRoUS89G+Oll17qbK+xxhr9Gls81nnUUUcxYsSIHvsWd6v95je/4fHHH+/XWsXaijWvKuoO0jLzWeDjhUfjqARqGxaeXZmZv+xufETsCmxDJUT7S2YurLcWSZIkSZKkVrLuuut2thcsWFDTmJtvvpnMXOn661//2u+1M7PmvgsWLODKK6/svO/pWOcK2223HbvvvjsAHR0dTJs2rWm1taIyO9LIzIuBdwMPVB9F9XqVyk609/Uy/NOFMb8qU4ckSZIkSVIr2WyzzTrbxQ8BNMvo0a99z7E/HwGYPn06S5cu7bw/5JBDWHvttXu97rrrrs7+U6dO7VedxdqKNa8qyrwjDYDMvAq4KiK2BDYBlgB3ZWZf+/NuAFYc/L2mbB2SJEmSJEmtYsqUKcycOROofHjggQceYMstt2zaeuPHj+9s17oDDlY+1gnwwgsv9Gvde++9l9///vdMnjy5z77Lly9f6ZhrseZVRakdaUWZ+UBm3pCZs2oI0cjMH2XmD6pX//cpSpIkSZIktagDDjhgpftLLrmkqetNmjSps13re8vmzp3L7bffXnrtrmFcT55++unOL3bCyjWvKhoWpEmSJEmSJKli8uTJbL/99p335513Hu3t7U1br7jWAw880EvP1xSPZe68886vez9bb9dPfvKTzrEzZsxY6SulPSnWNXz48Kbu0GsWgzRJkiRJkqQGiwg+97nPdd4//PDDnHHGGU1bb8UHAKCy06y486s7y5cv56KLLuq8P/LII/u13jve8Q5GjRoFwMKFC7n88sv7HFN8t9qOO+7IyJEj+7VmK2hokBYR+0bElyLi8oi4JSLmRMTdPfTdNCImRsTERtYgSZIkSZLUCo499lj23Xffzvuzzz6bH/7wh01Za6+99uoMtpYsWcKcOXN67X/NNdfwxBNPdN4fccQR/Vqvra2Ngw8+uPO+luOdxWOk+++/f7/WaxUNCdIi4sCI+DPwO+DfgEOBvYHtgW17GPZj4K/AQxHx5kbUIUmSJEmS1CqGDRvGz372MzbYYAOgsgvshBNO4Pjjj+fRRx/tc3x7ezs//elPa1prjTXWYL/99uu8v+GGG3rtXwy+dtxxR7bdtqf4pmfFXWzXXnttn+9mK9Z00EEH9Xu9VlA6SIuILwEzgZ2A6HL15j8L/d5ftg5JkiRJkqRWs/HGG3P99dezxRZbdD47//zz2XLLLTnooIP4+te/zqWXXsr111/PTTfdxK9+9SvOOeccPvShDzFhwgROPfXUznFDhgxhzJgxPa51+OGHd7ZXfDG0OwsXLuSKK67ovO/vbrQVDj300M5dcB0dHVx44YU99r333nuZN28eAOPGjePv//7v61pzsA0rMzgiPgacUXj0IPBT4C7gc8BuvQy/BngeWAd4e5k6JEmSJEmSWtV2223HbbfdxkknncSll15KZtLe3s4111zDNddcU9Mc+++/P9/+9rd54xvf2GOfo446ik996lMsXbqU6667jkWLFjF27NjX9Zs+fTpLly7tvO/v+9FWaGtr46CDDuoM5aZOncopp5zSbd/LLrtspfVGjBhR15qDre4gLSI2AM6q3ma1fXpmdlT//k+9jc/M5RExEzgWmBARb8jMh+qtR5IkSZKkv2lnvDDYFagX66yzDjNmzODOO+/km9/8JldffTXPPPNMr2MmTpzIu971Lj74wQ+y22697VWqWHvttTnqqKO48MILaW9v55JLLuHDH/7w6/oVv9a53XbbrfTFz/468sgjO4O0e+65h1mzZrH33nu/rl/xK58nnnhi3esNtjI70k4AxlAJ0X6YmV+oY447qARpUHmfmkGaJEmSJElabe28885MmzaNzGTOnDnce++9PPfcc8yfP5+RI0cybtw4NtxwQ3bffffOd6v1x6c//enOI5Y//OEPuw3SZs2aVfqfY4Vjjz2WY489ttc+t99+e+cXO6dMmVJTKNiqygRpb6v+dgBfrHOOBwttv94pSZIkSZL+JkQEO+20EzvttFND59111105+OCDmTlzJrNmzWL27NnsvvvuDV2jv77zne90tk877bRBrKS8Mh8b2ILKbrQ5mflsnXMsLLRff2hXkiRJkiRJ/fLlL3+5s3322WcPYiXw6KOPdn55dJ999uHggw8e1HrKKhOkjav+PldijuKb5ZaVmEeSJEmSJEnAnnvuydFHHw3ApZdeyty5cwetlq9+9assW7aMiOCb3/zmoNXRKGWCtAXV37VKzDGh0C4TyEmSJEmSJKnqG9/4BmuuuSYdHR2DdpzygQce4PzzzwfguOOOY/LkyYNSRyOVeUfa48D6wA4RMTwzX61jjv0L7ftK1CJJkiRJkqSqTTfdlJdeemlQa9hyyy159dV64qLWVWZH2nXV31HA0f0dHBHrFsa9CPyhRC2SJEmSJElSU5UJ0mYU2mdHxIa1DoyIAH4MjKbywYKfZubyErV0nX+viDgnIu6OiIURsTgi7omIqRHxlkat08PaQyPi0OpacyNiQUS8Wv2dGxHTIuJdETG0mXVIkiRJkiSpseoO0jLzduAyIIANgFsi4s19jYuIzYGZwCHVR0uBr9VbR5e514yI71PZ3fZRYHsq73AbA2wDfAD4TUT8PCLWacSaXdZ/I/An4MrqWtsBa1M5Qrt29f79wOXA/4uIwf3+rCRJkiRJkmpW5h1pACcBbwQ2q143RsRs4DfAxBWdIuJTVN6nNhmYAgylEsAl8NHMnFeyDqo7vC4B3l54/DIwl8oXQbcHxlafHwZMioj9MvPlsmtX19+dynHXsYXHS4C7gYVUvnK6AzCy+rcdgBsi4sDM9FirJEmSJElSiytztJPMfBZ4K5WwKqrX7sDngW2pBGUA3wJOBQ6gEt4FsBw4OTOnlqmh4N9YOUQ7D9gkM/fMzMnAxsBXCn/fHfh+IxaOiGHANF4L0ZYBXwDGZ+YemXlgZu4OjAe+ROWfHSo75aZFxPBG1CFJkiRJkqTmKRWkAWTmg8AewNeBF3gtUItCt67P7gAOzMxvlV0fICI2Aj5TeHRhZp6YmQsKdb6Umaezcpj2/ojYpQElvIXKjrcVTs7Mr2Xmi8VOmbk4M/8D+Fzh8dbAPzSgBkmSJEmSJDVR6SANIDOXZuapwKbAccAPgFuB+4DHqRxvvI7Ku9D2y8y9MvN3jVi76p+BNavtl4F/6aXvfwCPVttBZfdcWfsV2i8A3+uj/3er/Vbo891ykiRJkiRJGlxl35G2kuoOrJ9Ur4F0WKE9IzPn99QxM9sj4sdUjlgCvCMiRmRme4n1xxfaf8nMZb11zsxXI+Ie4E3djJckSZIk/Y3LTCKi747S37DM7LtTgzVkR9pgioitga0Kj2bWMOzXhXYbsH/JMopHOEf22GtlowrtBT32kiRJkiT9TRkyZAgdHR2DXYbU8jo6OhgyZGCjrVU+SAO6vuPs9zWM+SNQ3IFW9j1pxa9u7hgR6/bWOSLWo/LVzhVuLrm+JEmSJGk1MWLECJYsWTLYZUgtb8mSJYwYMWJA11wdgrTtCu12Xnv/WY+qxziL/bbrqW+NrqDyLjiA4cB/Rw97cCNiCJV3pK04VjsX+FXJ9SVJkiRJq4mxY8eyaNGiwS5DanmLFi1i7NixA7rm6hCkbVZoP5a1H5B9pIc5+i0zlwDv47UPCBwLXB8Rh0TEuhExNCLWi4h3Ar8D3lvtNw84PDOXl1lfkiRJkrT6aGtrY/HixSxb1uvrt6W/acuWLWPx4sW0tbUN6Lq9fmwgIl4eoDoyM0fXObYYPb7QY6/XK8b7pf+tZ+ZNEbEP8ENgMpX3rvX07rUlwKXAZzPzqbJrS5IkSZJWHyNGjGDcuHHMmzePSZMmMWxYQ78TKK3yli1bxrx58xg3btyAH+3s67/GUUACzf5USJnPLBQDuP4cIn+l0B5TYv1OmTk3It4F/AdwYi9drwC+W2uIFhEfAT4CMHHixNJ1SpIkSZJa2/jx4wF46KGHaGtrY+zYsYwaNYohQ4b4NU/9zclMOjo6WLJkCYsWLWLx4sWMGzeu87+TgVRLrN3q/4UOL7T7s++12Ld0fBkRQ4FTq9ea1cftwBxgIbA2sGN1raOBoyNiOvCRzHzx9TO+JjPPA84D2GOPPQb+266SJEmSpAE3fvx41lprLRYvXswzzzxDe3u7X/PU36whQ4YwYsQIxo4dy2abbTbgO9FW6CtIK/sS/oFQPH46qh/jin17DbJqdAFwXLW9FDgdOCczX1rRISLGAB8HvkwlUHsfsHFEHJiZHn6XJEmSJK1kxIgRrLvuuqy77rqDXYok+gjSMvPegSqkhGIItkY/xq1ZaJcK0iLiQ7wWoiVwWGa+7kuc1Z1nX4+IucCV1cf7A/8CfLNMDZIkSZIkSWqu1eGrnc8V2hv1Y9yGhfbzJWs4pdC+srsQrSgzrwKuKjz655LrS5IkSZIkqclWhyCtuGtu3YhYs8eeK9u00L6n3sUjYiKwVeHRlT317eKKQnuTiNi83hokSZIkSZLUfKtDkDa3y/0b+xoQEROA4qcd/lJi/Qld7h+tcVzXfht220uSJEmSJEktYXUI0m4DlhTu961hzJQu9zeWWH9pl/vB3bmAAAAgAElEQVRa39PWdefcy932kiRJkiRJUkvo66udPYqIzzWykMw8u85xL0XEb4FDqo+OBfqa69hC+67MfKietaue7HK/B7Ud79y9y/0TJWqQJEmSJElSk9UdpAFnUflCZaPUFaRV/ZjXgrSdI+LQ6gv9XycidgPe1mVs3TLzyYi4n9fek/bhiPh6Zr7U05iIaAOOLzyam5nPlqlDkiRJkiRJzVX2aGfUcXU3rqxfAH8s3P8gIrZ9XbERGwMXA0Orjx4Hvt/TpBGRheuCXtYvhnEbA5dUw7Lu5hwLXMrK70Q7v5e5JUmSJEmS1ALK7EibQe070oYCawM78lqAlMD1QOmdWJmZEXE8cDOVd49tBPwhIs4BbgKWA3sCnwA2qA5bDpyQmUu6mbK//hv4ALAivHsbcG9EnA/MAl4AxgF7Ax8u1ABwJ/C9BtQgSZIkSZKkJqo7SMvM99YzLiL2Br4C/D2wJfDZzPxTvXUU6vlTRLwXmA6MBsYCp1SvrpYBH8/MX5ddt7r2yxFxEPBrYPvq442AL/Yx9M/AIZnZ9YMFkiRJkiRJajED/tXOzJyVmQcC5wITgZnVI5eNmPsqYFdgJtDRQ7dbgX0y87xGrFlY+xEqHxD4AvBoH93nAZ8D3pSZfmRAkiRJkiRpFVDmaGdZnwT+DtiGSqj2zkZMmpn3A2+rhnP7AhOoHC19HLgtMx/sx1z9en9b9Zjo1yLiTGA7YDdgPJUdci8Cz1B5l9u9mdnIDzVIkiRJkiSpyQYtSMvM5dV3iJ1NJfjaNDP72snVn/mfoPIetwFXDcnmVi9JkiRJkiStBgb8aGcX/6/6OwR482AWIkmSJEmSJPVmsIO09kJ7k0GrQpIkSZIkSerDYAdpOxTaywatCkmSJEmSJKkPgxakRcQawKcKjx4arFokSZIkSZKkvgxKkBYRuwHXAVtXHy2p3kuSJEmSJEktqe6vdkbEOf0cMhxYB9gZeEP1WVZ//zMzX6y3FkmSJEmSJKnZ6g7SgJN4LQjrryi0LwXOKFGHJEmSJEmS1HRlj3ZGnRfAHOAfM/OozOwoWYckSZIkSZLUVGV2pH29n/3bgcXAPOBPmflAibUlSZIkSZKkAVV3kJaZpzayEEmSJEmSJKmVDcpXOyVJkiRJkqRVjUGaJEmSJEmSVAODNEmSJEmSJKkGZT42QEQcDIyt3l6Vma/0Y+yewObV25sz84kytUiSJEmSJEnNVHeQFhGTgF8CAdyRmTP6OcUGwE+BBM4FPl5vLZIkSZIkSVKzlTnaeURh/Dn9HZyZvwTmUQnijipRhyRJkiRJktR0ZYK0A6q/CVxR5xyXV3/XiYhdS9QiSZIkSZIkNVWZIG3H6u+DmbmwzjluL7R3KFGLJEmSJEmS1FRlgrT1qexGe7LEHMUPDGxQYh5JkiRJkiSpqcoEaWXGdmdEg+eTJEmSJEmSGqZMGPYclQ8FTCwxx6aF9vMl5pEkSZIkSZKaqkyQ9tfq76SI2KrOOQ4qtOeVqEWSJEmSJElqqjJB2rWF9un9HRwRWwNHVm/bgZtK1CJJkiRJkiQ1VZkg7afA8mr72Ij4dK0DI2J94HJgOJUPFlyRmS+XqEWSJEmSJElqqrqDtMy8H5hK5T1pAXwzIi6JiJ16GhMRoyLieOAuYJvq41epY0ebJEmSJEmSNJCGlRz/z8AewM7V+8OAwyLiQWA28AywFFgb2Krad00qwRtUdqOdWA3lJEmSJEmSpJZVKkjLzJci4mDgEuDNVIKxALaoXl1FtQ/AEuBTmTm1TA2SJEmSJEnSQCjzjjQAMvMp4ADgZOCJ6uPo4YJKkHY5sFdm/rDs+pIkSZIkSdJAKHu0E4DMXA78V0R8B9gPmAJsB6wDjAQWAk8Bs4DfZOajjVhXkiRJkiRJGigNCdJWyMxlwHXVS5IkSZIkSVptlD7aKUmSJEmSJP0tMEiTJEmSJEmSatDQo50AETER2A0YD6wFDMnMsxu9jiRJkiRJkjSQGhKkRcQawEnAx4HNu+nyuiAtIi4EJlD5iudxmflkI2qRJEmSJEmSmqH00c6I2AX4I/BNKiFadLl68mfggOp1XNk6JEmSJEmSpGYqFaRFxPZUvtC5Na8FZ48BM4Gn+xj+Y2BZtX1EmTokSZIkSZKkZqs7SIuIIcBPgXFUArR7gL/LzImZ+XYqO856lJnzgRurY3eLiLXqrUWSJEmSJElqtjI70t4L7EjlHWdzgL0z83f9nOPWQh07l6hFkiRJkiRJaqoyQdp7Cu2PZuaiOua4q9DeqkQtkiRJkiRJUlOVCdL2qP4+npm31DnH84X2uBK1SJIkSZIkSU1VJkhbn8qxzgdKzNFeaI8oMY8kSZIkSZLUVGWCtBVf3BxWYo51Cu0FJeaRJEmSJEmSmqpMkPY0lS9ublFijj0K7SdKzCNJkiRJkiQ1VZkgbXb1d8OI2LW/gyMigKOqtwncXKIWSZIkSZIkqanKBGm/LLS/Vsf4jwFbUwnRfp+Z80vUIkmSJEmSJDVVmSBtBvBgtf3WiDgnIobWMjAijgP+s/DozBJ1SJIkSZIkSU1Xd5CWma8CnwA6qo9OBO6KiI9GxNZAZ6gWEW0RsWVEvD8irgOmUvlKZwKXZeav6v4nkCRJkiRJkgZAmS9ukplXR8RJwA+ofHhgG+B/unQLYGE3zwBuBz5QpgZJkiRJkiRpIJQ52glAZp4PvAV4jEpAtuKCyo6z7PI8qs/OB/bPzJfL1iBJkiRJkiQ1W+kgDSAzfwdsAXwQ+A3wEq8P1QAeB34E7JKZJ2Tm0kasL0mSJEmSJDVbqaOdRZm5DJgGTKt+dGBzYF1gNPAC8HRmPtao9SRJkiRJkqSB1LAgrSgzlwMPVC9JkiRJkiRpldeQo52SJEmSJEnS6s4gTZIkSZIkSaqBQZokSZIkSZJUg17fkRYR5wxQHZmZHx+gtSRJkiRJkqR+6+tjAycBORCFAAZpkiRJkiRJalm1fLUzml7FwIV1kiRJkiRJUl36CtK+PiBVSJIkSZIkSS2u1yAtM08dqEIkSZIkSZKkVuZXOyVJkiRJkqQaGKRJkiRJkiRJNTBIkyRJkiRJkmpQy1c7+y0iRgGbAeOAkcBC4NnMfLwZ60mSJEmSJEnN1rAgLSLWBz4CvAfYCRjaTZ9ngZuA/83Maxq1tiRJkiRJktRsDTnaGREnAw8D/w68kUpAF91c6wOHAb+OiFkRsXUj1pckSZIkSZKarVSQFhXTga8Do1Y87mtY9doLmB0RbypTgyRJkiRJkjQQyu5I+ypwdOH+FWAqcCSwLbAeMBaYAOwHfBb4c7VvAqOB/4uIjUrWIUmSJEmSJDVV3e9Ii4gtgM9QCcQArgY+nJlPdNP9ReBJ4GbgPyPiWOBcYE0qHyT4CvDhemuRJEmSJEmSmq3MjrR/BIZX29cC7+ghRHudzLwYeAeVEC6A90XEmiVqkSRJkiRJkpqqTJB2UKH9scxc3p/Bmfk74OLq7Uhg/xK1SJIkSZIkSU1VJkibRGVH2V8y86E657iqy3ySJEmSJElSSyoTpI2r/j5dYo7i2LVLzCNJkiRJkiQ1VZkgbUH1d8MSc2xQaC8sMY8kSZIkSZLUVGWCtHlUPhSwbUS8oc45Du0ynyRJkiRJktSSygRpVxfa34uIfs0VEfsCx1ZvlwK/K1GLJEmSJEmS1FRlgrRpwKvV9luByyNig176d4qII4H/q66fwM8y8+UStRTn3isizomIuyNiYUQsjoh7ImJqRLylEWvUWMfkiPiviJgdEU9GxKsRsSgi5kTEhRHxTxHhBxYkSZIkSZJWEcPqHZiZD0TEt4HPUgnDDgHui4gZVEKyu4DngXagDXgDsDdwDLAblWOhAC8AX6i3jhUiYk3gP4GTuvnzNtXrAxHxC+CEzJxfds0e6ngDcA5wUDd/bgN2qF7HAXcDOzajDkmSJEmSJDVW3UFa1anAFsBhVMK0NuBD1asWrwCHZuYTZYqIiKHAJcDbC49fBuYCy4DtgbHV54cBkyJiv0btgivUMZnKkde2wuMXgQeA+cBoYEtg3UauK0mSJEmSpOYrc7STzOwAjgK+yGvHPKPw29v1J2CvzLylTA1V/8bKIdp5wCaZuWdmTgY2Br5S+PvuwPcbsG6niHgjMJPXQrR7gHcD62Xmrpn5lszcOzPXA7amspPv/kbWIEmSJEmSpOYpFaRBJUzLzK8BmwNfBu4EOnro/jxwOfBOYI/MvLvs+hGxEfCZwqMLM/PEzFxQqPGlzDydlcO090fELmXXr9YwHJjKa7vergZ2zcwrMnNp1/6ZeX9mfjMz39OI9SVJkiRJktR8ZY92dsrMJ4EzgDOq7yvbHFgbGEnlPWjPZuYjjVqv4J+BNavtl4F/6aXvfwD/CGxKZVfc56m8s60RNexcbT8CHJ6ZSxowryRJkiRJklpEw4K0ouq7x0rvNqvRYYX2jN4+IpCZ7RHxY+BL1UfviIgRmdle7+IRMQT4ZOHRFzPzpXrnkyRJkiRJUmsqfbRzMEXE1sBWhUczaxj260K7Ddi/ZBlvBSZW2y8CPy85nyRJkiRJklrQKh2kAV3fcfb7Gsb8ESjuQCv7nrS3FtqzGv0lUEmSJEmSJLWGVT1I267Qbgce7WtA9Rhnsd92PfWt0V6F9p0AEdEWEZ+KiFsi4pmIWBIRj0XENRHxLxHR1sNckiRJkiRJalENeUdaRIyi8iXOfakEU2tT+QBA1DhFZuYOdSy9WaH9WGZmjeMeAbboZo567FxoPxkRbwYuBiZ16Tehev0D8IWIOD4zryi5tiRJkiRJkgZI6SAtIj4BfBlYq94pgFoDsK7GFtov9GPcokK77t1hETG8y/gtgH8DxlTvnwPuobLzbwde+3e0HvCLiPhgZl5YwzofAT4CMHHixD56S5IkSZIkqRlKHe2MiO8C/01lB1rUeZUxutBe0o9xrxTaY3rs1beu4eFJ1fmeB44GNsjMKZn5ZmA8cGJh7SHADyJi274WyczzMnOPzNxj/PjxJcqVJEmSJElSverekRYRhwAf57XdZC8ClwF/AJ4EBuKl+8ML7WX9GFfsO6LE+qO6ebYU+IfM/FPxYWa+CpwXEY8Av6ISIq4BnA4cW6IGSZIkSZIkDYAyRztPKrR/D7wnM58pWU9/FcO67kKtnhT7vlhi/Ze6efbdriFaUWbOjIgZVHasARwVESdmZpk6JEmSJEmS1GRljnbuWf1dDhw1CCEarByCrdGPcWv2MEeZ9Vfo851nXfoMAyaXqEGSJEmSJEkDoEyQtg6VY51/zszHG1RPfz1XaG/Uj3EbFtrP17t49bhm8cMFS4E5NQyd3eV+i257SZIkSZIkqWWUCdLmV38XN6KQOt1baK8bEWv22HNlmxba95Ss4S+F9sLM7KhhTNfwblzJGiRJkiRJktRkZYK02VRemL9ZY0qpy9wu92/sa0BETKDyBc0V/tJT3xrdXWiPrHFM1/e5vdJtL0mSJEmSJLWMMkHaRdXfzSJi10YUU4fbgCWF+31rGDOly/2NJWu4odBeKyLWqWHM5l3uny5ZgyRJkiRJkpqsTJD2U+AWKrvSzomI/rzsvyEy8yXgt4VHx9YwrNjnrsx8qGQZVwGvVtsB/EMNY97a5X5WyRokSZIkSZLUZHUHaZmZwGFUjja+CbghInZuVGH98ONCe+eIOLSnjhGxG/C2HsbWJTMXApcWHn02Iob2UsMY4JOFR3dm5l/L1iFJkiRJkqTmGlZmcGY+GxF7A/8N/BPwp4j4I5UdVk8D7f2Y6+w6y/gF8Edgt+r9DyLi/sxc6SMCEbExcDGwIuR6HPh+T5NGRBZup2bmB3up4XTgCGA4sDvw/Yj4aGYu7zLnqGoNEwuPv9rLvJIkSZIkSWoRpYK0qrWovKdsGZUgaTdeC7X6o64gLTMzIo4HbgbWBDYC/hAR5wA3AcuBPYFPABtUhy0HTsjMJd1MWU8ND0bE54BvVR+dAOwdEf9LZcfeECofQvgo8IbC0J9k5oxG1CBJkiRJkqTmKhWkRcSbgF8Ba1cfJZX3hPVX9t2ll8GZf4qI9wLTgdHAWOCU6tXVMuDjmfnrMmt2U8O3I2I8cCqVfwc7Ad/pZcglwPGNrEGSJEmSJEnNU3eQFhETgWuAtsLjV6jswHoSeLlcaf2TmVdVvx76HSov8+/u/W+3Av+Smbc3qYYvRMR1wNepHPHszgPAfwAXVt8zJ0mSJEmSpFVAmR1pn6cSoiWV0OxkYFpmvtKIwuqRmfcDb6u+D21fYAKVd6I9DtyWmQ/2Y656dtaRmb8F9oiIrYE9qBw1HQo8A9yemXfXM68kSZIkSZIGV5kg7eBC+72Z+X9li2mUzHwCGNR3j2XmfcB9g1mDJEmSJEmSGqe744+1mkBlN9rDrRSiSZIkSZIkSc1QJkhbVP39ayMKkSRJkiRJklpZmSDtYSpfp1yrMaVIkiRJkiRJratMkHZZ9XeniBjbiGIkSZIkSZKkVlUmSPsh8BwwHPhiY8qRJEmSJEmSWlPdQVpmPgu8D3gV+ExEnNywqiRJkiRJkqQWM6zegRGxPnAXcDhwAfD1iHgf8CNgFvA00F7rfJn5TL21SJIkSZIkSc1Wd5AGPAVk4T6AXYHv1DFXlqxFkiRJkiRJaqpGhFdBJQjrGqpJkiRJkiRJq42yQVp0+ZUkSZIkSZJWS2WCtDUaVoUkSZIkSZLU4uoO0jJzaSMLkSRJkiRJklrZkMEuQJIkSZIkSVoVGKRJkiRJkiRJNTBIkyRJkiRJkmpgkCZJkiRJkiTVwCBNkiRJkiRJqoFBmiRJkiRJklQDgzRJkiRJkiSpBgZpkiRJkiRJUg0M0iRJkiRJkqQaGKRJkiRJkiRJNTBIkyRJkiRJkmowrLc/RsRHqs1HMnPmANQjSZIkSZIktaRegzTgXCCBq4GVgrSIOKfavDszv9eE2iRJkiRJkqSWUeZo50nAicAhDapFkiRJkiRJall9BWk5IFVIkiRJkiRJLa6vIO3F6u/azS5EkiRJkiRJamV9BWnzgAB2iYh1BqAeSZIkSZIkqSX19bGBm4AdgVHAbRFxHvAosLzQZ8OIOKpsIZk5o+wckiRJkiRJUrP0FaSdAxxf7bc5cGaXvwewCzC9ZB0JGKRJkiRJkiSpZfV6tDMz76byZc5lVEKz4rVC1+f1XpIkSZIkSVLL6mtHGpl5QURcB3wA2B1YFxgOvInKTrJFwD3NLFKSJEmSJEkabH0GaQCZ+QjwleKziOioNn+fmW9vdGGSJEmSJElSK+nrq52SJEmSJEmSqHFHWg9uo3K08y8NqkWSJEmSJElqWXUHaZm5dyMLkSRJkiRJklqZRzslSZIkSZKkGpQ52tmtiBgL7AVsCYwDRgILgWeBP2amR0ElSZIkSZK0ymlYkBYR7wI+CRwARC/9ngPOB/4nM59o1PqSJEmSJElSM5U+2hkR60XEVcAvgL+rzhndXFR/xwOfB+6OiGPLri9JkiRJkiQNhFI70iJiHeA6YAdevwvtKeA5oB1oAyZSOea5wlrAtIgYm5nfL1OHJEmSJEmS1Gxld6T9CNixcP8n4J+A9TNz48zcOTP3yMxtgDHAnsB3gKVAUgnfvhsRu5WsQ5IkSZIkSWqquoO0iJgCvJNKIAZwOrBHZk7NzOe69s/M5Zk5+/+zd99hllRl4se/LzMMMDCABMkCAhJUkgioKAiCYkBBVzGgrKCYxbCIkQHEgJndBUEUWMSAuybWxYRhRAREUFHCT0Ak5zyBYYb390dV2zWXvt11u27o8P08Tz19qu45p965Xd09/fYJmXk48FTg/5VtlwOOH28ckiRJkiRJUj80GZF2YKX8hcw8LjOzbe2KzLwW2Bt4oLy0R0Ss0yAWSZIkSZIkqaeaJNJ2Lz8uBo7ttHFm3gScXJ4G8OwGsUiSJEmSJEk91SSRth7F1MzLM/P+cfYxr1Jev0EskiRJkiRJUk81SaTNLj8+1KCP+ZXySg36kSRJkiRJknqqSSLtToopmZs16KPa9jEbFEiSJEmSJEkTRZNE2lXlxw0jYvdRa7Z3UKV8ZYNYJEmSJEmSpJ5qkkj7v0r5KxHx+E4aR8S7Gd6w4B7gdw1ikSRJkiRJknqqSSLtNIanY24OXBgR+47VKCLWiIj/BD5fXkrghMzMBrFIkiRJkiRJPTVzvA0z8/6IeA9wJkUybBPgfyPiWorRapcDdwOLgTnAE4FdgX2AWRTrqwH8FfjMeOOQJEmSJEmS+mHciTSAzDyrnNI5lAgLitFp7xylWVAk3gCuBp6fmYuaxCFJkiRJkiT1WpOpnQBk5heAPYArKpeD4RFn1fOha4uBE4AdM/PWpjFIkiRJkiRJvdZoRNqQzDwfeGq5e+f+wC4UI9NWK+8xH7gTuBSYB5yVmXd3496SJEmSJElSP3QlkTYkM38N/Lp6LSKWy8xHu3kfSZIkSZIkqd8aT+0ci0k0SZIkSZIkTQU9T6RJkiRJkiRJU4GJNEmSJEmSJKkGE2mSJEmSJElSDSbSJEmSJEmSpBpMpEmSJEmSJEk1mEiTJEmSJEmSajCRJkmSJEmSJNVgIk2SJEmSJEmqwUSaJEmSJEmSVIOJNEmSJEmSJKkGE2mSJEmSJElSDSbSJEmSJEmSpBpMpEmSJEmSJEk1mEiTJEmSJEmSapjZjU4iYn3gdcCzgK2BxwGzgajZRWbmyt2IRZIkSZIkSeqFRom0iAjgGODfgOWrL3XYVTaJQ5IkSZIkSeq1piPSvga8ns4TZ5IkSZIkSdKkMu5EWkQ8H3gDw6PJ7gJOA84HbgIWNI5unCJiZ+BgYHdgA2AGcDNwEfBfmXneAGI6BXhT9VpmmoCUJEmSJEmaJJqMSDu0Uv4d8KLMvK9hPI1ExGzgc8BbRnh5y/J4fUR8F3hTZt7Tp7j2YNn3S5IkSZIkSZNMk0TaruXHBF47AZJoM4DvAC+sXF4AXAEsAbYBVi2vHwBsHBHPycyejpyLiBWBU3D6qyRJkiRJ0qS2XIO2a1Ek0S7PzOu7E04jR7FsEu0UYMPMfHpmPgNYH/h45fWnASf1Ka4tyvLP+3A/SZIkSZIk9UCTRNrQCLS7uxFIExGxHvC+yqUzM/OwzLx36EJmzs/Mj7JsMu2giNiuh3FtB7y/PP05cFav7iVJkiRJkqTeapJIu45iuuLjuxRLE+8GZpflBcDho9Q9FrixLAfwgV4EVE41PZVi+uwi4K29uI8kSZIkSZL6o0ki7ezy4zYRsW43gmnggEr57NE2EcjMxRS7iw55cUTM6kFMhwM7leXjMvOaHtxDkiRJkiRJfdJks4HTgPcCGwJHA4d1JaIORcSTGF6DDODHNZqdC3ysLM8Bdgd+1sWYNgWOKU+vBI7vVt+SJPXM3NUGHUH/zL1/0BFIkiRpEhr3iLTMfAB4FbAQODQi5kbEIHambF3j7Hc12lwKLB6lj6ZOpphqmsBh5Sg4SZIkSZIkTWLjHpEWEY+nWCftAIpF9D8KHBARpwIXALexbLJqVJl5xzhD2bpSXszw+mej3WtxRNwIbDZCH41ExBuAvcvTr2Xmb7rVtyRJkiRJkganydTO2yhGXA0J4CnAF8bRVzaIZZNK+abMzHYVW9zAcCJtk1Hq1RYRawOfK0/vBI7oRr+SJEmSJEkavCaJtCFBkQhrTar1y6qVcicLnjxQKc/pUiwnAGuW5feOtumBJEmSJEmSJpcmu3bCcMIsWo5+WrlSXtRBu4WV8ipNg4iIFwEHlqc/z8yvN+2z0vebI+KSiLjkzjvv7Fa3kiRJkiRJ6kCTEWkrdS2KZpavlJd00K5ad1aTACJiFeCk8nQR8NYm/bXKzFOAUwB22mmnulNXJUmSJEmS1EXjTqRl5sPdDKSBBZXyih20q9Z9qGEMnwQ2KsvHZeY1DfuTJEmSJEnSBNN0audEUE2CdTJKbnabPjoSEbsCbytPrwSOH29fkiRJkiRJmrimQiLtrkp5vQ7arVsp393g/l+keB8TOCwzFzfoS5IkSZIkSRNUN3btHLSrK+U1I2J2Zi5oW3vYRpXyVQ3uP5SQC2BeRP29FiKiut7ZDzLzZQ3ikCRJkiRJUg91NZEWERsD+wG7AJsDjwNWAO4D7gQuBeYB52bmo1267RUt59sDF4wR5wbA2pVLV3YpFkmSJEmSJE1RXUmkRcQmwBeAF/PY6aLB8OivPYH3A7dExCcz88Qu3P5iip0yhzYP2I0xEmnAs1vO5zW4/z3AKjXrrtBStzql9IEGMUiSJEmSJKnHGifSIuJlwBkUCaKgWCusdX5j6/kGwL9HxEuB/WtOxRxRZs6PiPOAF5WXXsvYC/6/tlK+PDOva3D/HevWjYiDgdMqbdca730lSZIkSZLUX40SaRGxF/AtYBZFAg1gAfAr4HKKjQAWA3OAzSimfD55qDnwPOD7EfGChlM9T2M4kbZtRLwkM89pE/OOwL4tbSVJkiRJkqRRjTuRFhErAF9hOIn2IDAXOGW0EWYRsT3FiLHnUSTT9gLeDHx5vLEA36VYf21odNjJEfG3zFxmE4GIWB84C5hRXroZOGmUWKubAZyRmQc3iFGSJEmSJEmTWOt6Zp04CNiEIol2B/DMzPziWNM0M/OPmbkPcEJ5KYAPN4iDzEzgUIrRcADrARdFxCcj4oUR8fyI+AhFsm2rss5S4E2ZuajJvSVJkiRJkjQ9NEmkvaRSfltmtu6eOZb3ApeV5fUjYocGsZCZlwEHAvPLS6sCRwI/An4MHAusU762pIz53Cb3lCRJkiRJ0vTRJJG2bfnxjsz8XqeNyzXRTq1c2q5BLEN9ngPsQJE4a7fm2gUUo+dOaXo/SZIkSZIkTR9NNhtYh2Ja59UN+qiuYbZ2g37+KTP/Buxbroe2G8UOoTMo1kO7ODOv7aCv1t1Gm8Z2OnB6N/uUJEmSJElSfzRJpC0GVgBWbNDHrEp5SYN+HiMzbwHO7mafkiRJkiRJmr6aTCMtPz4AACAASURBVO28nWKjgCdHxErj7GPnSvm2BrFIkiRJkiRJPdUkkXZB+XE28M5OG0fEasBbRuhPkiRJkiRJmnCaJNL+u1I+JiJeVbdhRMwBvgesR7HO2mWZ+Y8GsUiSJEmSJEk9Ne410jLzRxFxAfBMirXOvhERBwAnZOZvR2oTEWsArwY+BKxbeelD441DkqatuasNOoL+mXv/oCOQJEmSpEabDQC8HjifYgfPAF4BvCIiHgD+AtxNsSnBHOCJwGZlvaAYiQbw+cz8acM4JEmSJEmSpJ5qlEjLzOsiYi+K3TGfXF4OYDWKkWqtqgm0R4FPZOZRTWKQJEmSJEmS+qHJGmkAZOaVwNOAI4DrKy/FCAfAUuC7wK4m0SRJkiRJkjRZNJ3aCUBmLgY+GxGfA7YDdgE2B1YHVgDuB+4ELgUuyMx7unFfSZIkSZIkqV+6kkgbkpkJ/LE8JEmSJEmSpCmj8dROSZIkSZIkaTowkSZJkiRJkiTVYCJNkiRJkiRJqmHUNdIiYufqeWZe3O61pqp9S5IkSZIkSRPNWJsNXAhkWc6W+tXXmmrtW5IkSZIkSZpQ6iavYpyvSZIkSZIkSVPCWIm0O2g/6my01yRJkiRJkqQpZdREWmauO57XJEmSJEmSpKnGXTslSZIkSZKkGkykSZIkSZIkSTWYSJMkSZIkSZJqGHciLSIWlMf3GvTx7bKP+ePtQ5IkSZIkSeqHsXbtHM2KFLt2rtCgj1mVfiRJkiRJkqQJy6mdkiRJkiRJUg2DTqQN3X/pQKOQJEmSJEmSxjDoRNq65ccHBxqFJEmSJEmSNIaBJdIiYnNgB4r10f4+qDgkSZIkSZKkOmptNhARR4zy8qZjvL5MV8BKwObAi8r7J3B+zfaSJEmSJEnSQNTdtfNTjLyzZgBPAj7ZIIbFwEkN2kuSJEmSJEk9VzeRBkXSrJPrddwDvCkzr27QhyRJkiRJktRzdRNpZ/PYEWmvKq/dBsyr2c+jwPyyzaXAjzNzUc22kiRJkiRJ0sDUSqRl5oGt1yLiVWXxT5n56q5GJUmSJEmSJE0wTXftbDKtU5IkSZIkSZo0OlkjrdVK5cel3QhEkiRJkiRJmsjGnUjLzIe7GYgkSZIkSZI0kTWd2ilJkiRJkiRNC+NOpEXEjIi4ICKuiIjfR8TsDtu/s2x7RUS4WYEkSZIkSZImtCYj0vYFdgW2BM7PzAUdtj8b2Lxs/84GcUiSJEmSJEk91ySR9sJK+eudNs7M24GfUuz8uXNErNUgFkmSJEmSJKmnmiTSdio/PpiZfxhnH78oP0alP0mSJEmSJGnCaZJI2wxI4OoGfVxZKT+xQT+SJEmSJElSTzVJpM0pPz7QoI9q29Ua9CNJkiRJkiT1VJNE2oPlx9Ub9FFtu6hBP5IkSZIkSVJPNUmk3UGxttnWEbHCOPvYsaU/SZIkSZIkaUJqkki7qPy4EvCKThtHxHLAayqXxrthgSRJkiRJktRzTRJp/1cpfzIi1umw/QeBLSk2LPh7Zl7VIBZJkiRJkiSpp5ok0v4HuKYsbwj8MiK2G6tRRMyIiKOBYyqXj28QhyRJkiRJktRzM8fbMDOXRsS7gXPKS1sBv4+IcyiSbH+gWPfsYYpNBbYAngP8K7AxxfpqCVwInDreOCRJkiRJkqR+GHciDSAzz42Iw4EvUSTFZgIvK492hhJoAFcD+2Xmo03ikCRJkiRJknqtydROADLzP4AXA3eWl6LycaRj6LWzgJ0z8+6mMUiSJEmSJEm91jiRBsXINGAT4B3A+cDiNlVvBL4KbJ+ZB2XmQ924vyRJkiRJktRrjaZ2VmXmIuBE4MSImAU8EVgDWAG4D7gtM2/t1v0kSZIkSZKkfupaIq0qMxcDV/Wib0mSJEmSJGkQujK1U5IkSZIkSZrqTKRJkiRJkiRJNZhIkyRJkiRJkmro2hppEbEKsBewM7ABsBrFRgN1ZGa+qFuxSJIkSZIkSd3WOJEWESsCHwfeBKwyni6AbBqHJEmSJEmS1EuNEmkRsQbwa2AbioRYHUNJs7r1JUmSJEmSpIFrOiLtG8CTy/JS4HvAhcAbKZJrCbwNmANsCDwT2Kmsn8AZwEUNY5AkSZIkSZJ6btyJtIjYHdiHIiH2EPDCzPxt+dreFIk0MvPklnZPAU4A9gBeA8zLzNPHG4ckSZIkSZLUD0127TywUv7YUBJtLJn5F4pNCc4EZgEnR8SuDeKQJEmSJEmSeq5JIu2Z5cdHgK920jAzE3gz8HdgeeBLDeKQJEmSJEmSeq5JIm19immdV2XmQy2v/XMXzoiYNVLjzHwYOLU83SkintQgFkmSJEmSJKmnmiTSVis/3jnCawsr5VVH6ePSSnnHBrFIkiRJkiRJPdUkkbag/Lj8CK/dXylvVKMPgPUaxCJJkiRJkiT1VJNE2i1AAGuO8No1lfLTR+ljs0p5RoNYJEmSJEmSpJ5qkki7ovy4RUS0JsEuqZQPGqWPQyrlmxrEIkmSJEmSJPVUk0Tab8qPywO7tLz2C+CusvzMiDg+Iv45BTQiZkfEScCzyktLgV82iEWSJEmSJEnqqSaJtJ9UyvtXX8jMJcDxFFM/Ad4H3B4Rv46IXwO3Am8eqg6clZm3N4hFkiRJkiRJ6qlxJ9Iy8yrgcopk2b9GxEotVb4A/IjhZNrqwG7lMadS73LgXeONQ5IkSZIkSeqHJiPSALanmNq5TmYurL6QmUspRqrNBR4sLwfDibVHgC8Du2Xmg0iSJEmSJEkT2MwmjTMzKdY3a/f6EuCYiPgEsCvwBIrE263A70ygSZIkSZIkabJolEirq0yond+Pe0mSJEmSJEm9MO5EWkS8uXL6w8y8rQvxSJIkSZIkSRNSkxFpX6bYcfNB4IzuhCNJkiRJkiRNTE02G1hUfrwqMx/uRjCSJEmSJEnSRNVkRNqtwCbAwjHq9VVE7AwcDOwObADMAG4GLgL+KzPP69F9twX2Ap4BPAVYH1gZeKBy//8BflJu0iBJkiRJkqRJpEki7QpgU4pk2sBFxGzgc8BbRnh5y/J4fUR8F3hTZt7TpfseUd5z0zZV1iiPpwKHAn+OiIMz87Ju3F+SJEmSJEn90WRq5zfLj0+IiB27Ecx4RcQM4Dssm0RbAFwCXEgxKmzIAcBPy8RbN7yexybR7gUuA34B/AlYUnltW+CCiNizS/eXJEmSJElSHzRJpP03RZIogP+IiBW7E9K4HAW8sHJ+CrBhZj49M59BMc3y45XXnwac1OUYbgCOAbYH1szMHTNzr8zcHlgX+AzF5gwAKwLfjYh1uhyDJEmSJEmSemTcibTMXAy8imL9r12A8yJim24FVldErAe8r3LpzMw8LDPvHbqQmfMz86Msm0w7KCK260IIVwMHAZtm5lGZ+afWNdAy8+7MPAJ4a+XyasAHu3B/SZIkSZIk9cG410iLiFeWxeMpElS7ApdHxO+A84FrgQeBR+v0l5lnjzOUdwND0zQXAIePUvdY4A3ARhQj6T4AvGac9wUgM1/eQd2TI+JgivcKimmmo8UrSZIkSZKkCaLJZgPfYniq4pCg2LXyGR32lcB4E2kHVMpnj7aJQGYujojTgI+Vl14cEbPK0XX9cg7DibSNImLlzJzfx/tLkiRJkiRpHJqskQZF4qx6jHSt7tH5zSOeBGxRufTjGs3OrZTnALuP594N3N1yvmqf7y9JkiRJkqRxaDIi7WIeOyKt31rXOPtdjTaXAouBWZU+ftbNoMawcaWcwF19vLckSZIkSZLGadyJtMzcdexaPbd1pbwYuHGsBuX0zhuBzUboox/2r5T/kJmP9Pn+kiRJkiRJGoemUzsHbZNK+abW3TJHcUObPnoqIvYHtqpcOqtf95YkSZIkSVIzkz2RVl1f7P4O2j1QKc/pUiyjioi1gf+sXLoR+HLNtm+OiEsi4pI777yzJ/FJkiRJkiRpdJM9kbZypbyog3YLK+VVuhRLWxExk2KX0/XKSwkckpm1Ys7MUzJzp8zcae211+5VmJIkSZIkSRrFmGukRcTQqK9HMnPhqJX7b/lKeUkH7ap1Z7Wt1T0nA3tWzj+dmf3c4ECSJEmSJEkN1RmRdh9wL/DfPY5lPBZUyit20K5a96EuxTKiiPgM8MbKpW8CH+7lPSVJkiRJktR9nUztjDErRNxTHt9uEFMnqkmwlTpoN7tNH10VEXOB91cu/QB4fWY+2qt7SpIkSZIkqTfGnNrZodUp1v/qywL+wF2V8nptaz3WupXy3V2KZRkRcQRwVOXST4BXZmYnU1AlSZIkSZI0QUz2zQaurpTXjIjZbWsua6NK+aouxgNARLwL+HTl0i+B/TNzcbfvJUmSJEmSpP6Y7Im0K1rOtx+rQURsAFS3vryymwFFxJuBL1Uu/RZ4yQTcqEGSJEmSJEkdmOyJtIuBRZXz3Wq0eXbL+bxuBRMRbwC+XLl0MfDCzJzfrXtIkiRJkiRpMCZ1Iq1MUJ1XufTaGs2qdS7PzOu6EUtEvAr4GsObMlwGPD8zH+hG/5IkSZIkSRqsSZ1IK51WKW8bES9pVzEidgT2bdN23CLiZcDXGX4//wzsnZn3daN/SZIkSZIkDd5USKR9F7i0cn5yRGzVWiki1gfOAmaUl24GTmrXaURk5Th9lHrPB77N8A6oVwDPy8ye7AYqSZIkSZKkwZg5dpWJLTMzIg4FzgdmA+sBF0XEicBvgKXA04F3AOuUzZYCb8rMRSN02anvAbMq54uAMyOiTfXHOCIz/9yFOCRJkiRJktRDkz6RBpCZl0XEgcA3gZWBVYEjy6PVEuDtmXlul26/Usv5jh22/1SX4pAkSZIkSVIPdZJI2z0i6i7M30ldKAaWbdZB/ZE6OCcidgBOAPZh5GmrFwCHZ+bvm9xLkiRJkiRJ008nibQVgU3GqJMd1B2qH5V2jWTm34B9y/XQdgM2oFgT7Wbg4sy8toO+as3NrFtPkiRJkiRJk1vdRFrdZFGnSaWeJKEy8xbg7F70LUmSJEmSpOmpTiLtjJ5HIUmSJEmSJE1wYybSMvNf+xGIJEmSJEmSNJFNiV07JUmSNAHNXW3QEfTX3PsHHYEkSeqxkXa2lCRJkiRJktTCRJokSZIkSZJUg4k0SZIkSZIkqQYTaZIkSZIkSVINJtIkSZIkSZKkGkykSZIkSZIkSTWYSJMkSZIkSZJqMJEmSZIkSZIk1WAiTZIkSZIkSarBRJokSZIkSZJUg4k0SZIkSZIkqQYTaZIkSZIkSVINJtIkSZIkSZKkGkykSZIkSZIkSTWYSJMkSZIkSZJqMJEmSZIkSZIk1WAiTZIkSZIkSarBRJokSZIkSZJUg4k0SZIkSZIkqQYTaZIkSZIkSVINJtIkSZIkSZKkGkykSZIkSZIkSTWYSJMkSZIkSZJqMJEmSZIkSZIk1WAiTZIkSZIkSarBRJokSZIkSZJUg4k0SZIkSZIkqQYTaZIkSZIkSVINJtIkSZIkSZKkGkykSZIkSZIkSTWYSJMkSZIkSZJqMJEmSZIkSZIk1WAiTZIkSZIkSarBRJokSZIkSZJUg4k0SZIkSZIkqQYTaZIkSZIkSVINJtIkSZIkSZKkGkykSZIkSZIkSTWYSJMkSZIkSZJqMJEmSZIkSZIk1WAiTZIkSZIkSarBRJokSZIkSZJUg4k0SZIkSZIkqQYTaZIkSZIkSVINJtIkSZIkSZKkGkykSZIkSZIkSTWYSJMkSZIkSZJqMJEmSZIkSZIk1WAiTZIkSZIkSarBRJokSZIkSZJUg4k0SZIkSZIkqQYTaZIkSZIkSVINJtIkSZIkSZKkGkykSZIkSZIkSTWYSJMkSZIkSZJqMJEmSZIkSZIk1WAiTZIkSZIkSarBRJokSZIkSZJUg4k0SZIkSZIkqQYTaZIkSZIkSVINJtIkSZIkSZKkGkykSZIkSZIkSTWYSJMkSZIkSZJqMJEmSZIkSZIk1WAiTZIkSZIkSarBRJokSZIkSZJUg4k0SZIkSZIkqYaZgw5AmhbmrjboCPpr7v2DjkCSJEmSpK4zkSZJkiRpcvCPk5KkAXNqpyRJkiRJklSDiTRJkiRJkiSpBhNpkiRJkiRJUg1TMpEWETtHxIkR8deIuC8iHoyIqyLijIjYqw/3f3xEvC8izo+IWyJiUUTcEBHnRcRhEbFqr2OQJEmSJElSd02pzQYiYjbwOeAtI7y8ZXm8PiK+C7wpM+/pQQwvB04B1mh5aaPy2BP4UEQclJnzun1/SZIkSZIk9caUGZEWETOA77BsEm0BcAlwIfBA5foBwE/LxFs3Y3g18N8sm0S7Gvg18I/KtScAP4uIZ3fz/pIkSZIkSeqdKZNIA44CXlg5PwXYMDOfnpnPANYHPl55/WnASd26eURsA3ytculqYKfM3Coz98jMTYB9gNvL12cB34uItbsVgyRJkiRJknpnSiTSImI94H2VS2dm5mGZee/Qhcycn5kfZdlk2kERsV2XwjgOWLEs3wXsnpl/qFbIzJ8BewEPl5fWBD7YpftLkiRJkiSph6ZEIg14NzA0TXMBcPgodY8FbizLAXyg6c0jYivgZZVLH8nM20eqm5l/Bb5YufTWiFitaQySJEmSJEnqramSSDugUj57tE0EMnMxcFrl0osjYlYX7/8QcNYY9U+plFdk2SmpkiRJkiRJmoAmfSItIp4EbFG59OMazc6tlOcAuzcM48WV8vmZ+dBolTPzOoo11EZqL0mSJEmSpAlo0ifSgNY1zn5Xo82lwOJR+qgtIgLYtsP7t9br1jptkiRJkiRJ6pGpkEjbulJezPD6Z22V0zur9bZuV7eGjYCVK+fX1mxXrbdFRMxoEIMkSZIkSZJ6bCok0japlG/KzKzZ7oY2fTS5f2u/de8/C1i/QQySJEmSJEnqsZmDDqALVq2U7++g3QOV8pwu3b+TGB5oOW8SgyRJkiSpU3NXG3QE/TW3k1+ZJY1kKiTSqtMqF3XQbmGlvEqX7t9JDAtbztvGEBFvBt5cnj4UEVe3q6sJay3grkEH0TdHx6AjmC6mz3PlM9UX4TOl7ps+zxT4XPWHz5S6zWdKvTC9nqupY+M6laZCIm35SnlJB+2qdWd16f6dxNBar20MmXkKcEonQWliiYhLMnOnQcehqcXnSt3mM6Vu85lSt/lMqdt8ptQLPldT21RYI21BpbxiB+2qdR/q0v07iaG1XpMYJEmSJEmS1GNTIZFWTUCt1EG72W36aHL/TmKY3XJuIk2SJEmSJGkCmwqJtOq84/U6aLdupXx3l+7fSQzrtpw3iUETn1Nz1Qs+V+o2nyl1m8+Uus1nSt3mM6Ve8LmawqZCIq268P6aEdE60qudjSrlqxrc//8BWTl/wjjuf0dm3tsgBk1w5Tp3Ulf5XKnbfKbUbT5T6jafKXWbz5R6wedqapsKibQrWs63H6tBRGwArF25dOV4b56ZDwE3dnL/0g7duL8kSZIkSZL6Yyok0i4GFlXOd6vR5tkt5/MaxlBtP+b9I2J5YJcu3l+SJEmSJEk9NukTaZk5Hzivcum1NZpV61yemdc1DOMHlfLWEbFD25qF/YA5lfPvN7y/pCksItaOiH0j4mMR8cOIuDUisnIcPOgYNXlExOyIeH5EfDoifhYRN0bEwvK4JSJ+ERFHR8Smg45VkkYSEY+LiNtafhaePui4JEnTw8xBB9AlpwEvKsvbRsRLMvOckSpGxI7Avi1tm/o/4A7g8eX5R4CXt7n/DODIyqU/Z+alXYhBE0hE7AwcDOwObADMAG4GLgL+KzPPa99aKkTEusCFwMaDjkWTX0SsA3wJeDGwcptq65XHc4GPRMRXgPeXyxhII4qIWcDTgV2B7YAtKdaMXZ3i/5r3UyyD8XvgO8DPMzNH7k2q5fPAOoMOQpNHROwB/HIcTV+dmd/qcjiaoiJiZeClwAHAk4H1gZWAe4FrgN9SPIe/8f9Wk1tMhf/HREQAlwA7lpduBfbMzKta6q1PMXptq/LSzcDmmVmdGlqtX31zzsjMg0eJ4V0Uv6AMOTwzv9RSJ4AvAO+uXN6vXdJPk0+52cXngLeMUfW7wJsy857eR6XJKiI2Af5eo+q/ZubpPQ1Gk15E7ESRyGh1PcXPzcXApjx205xLgL0y84GeBqhJq0y4HtpBkz8Ah2Tmn3oUkqawiNgL+PkIL436f3VNbybS1GsR8S8U+YD1alT/t8z8bI9DUg9NiRFpmZkRcShwPjCb4uG9KCJOBH4DLKX4S+k7GP7r1VKKRMaISbRxOIliFNpzyvMvlj/ovwHcBmxC8Z/MZ1XafMMk2tRRjjb8DvDCyuUFFBtiLAG2AVYtrx8AbBwRz8nMBX0NVJPVnRS/fF5CkQz5wejVpbYS+DXFiOyfZObt1RfLhNu/U4wuAtiJYgv3A/sZpCaVaDl/ELiO4i/wUPy/bAuGlxR5GvCbiHhBZl7QnxA1FUTESsDJ5emdFH8E2HZwEWmSWkTxc7COW3sZiKaGiPgM8P6WyzdTjMZeCKxFMVp7Vp9DU49MiUQaQGZeFhEHAt+kmLKyKsUUyiNHqL4EeHtmntvF+z8SEQdQ/IVsaOfOl5THSH4KvLFb99eEcBTLJtFOAY7MzHvhn0N9j6SY+gvFLxInAW/oZ5CaVO4B/gX4fWb+o/pCMcBV6sijFKNhj8rMv7SrlJmXRMTuFD+ndi8vvyoiPpWZf+xDnJp85gPfA/4XmJeZ17RWiIjHU4zI/wDFcgdzgG9ExJPL9W6lOo4BNivL76WzkZDSkNsz8wWDDkJTQ0QczbJJtLOAT2bmX1vqLU+xMeGBgNM6J7kpMbWzKiK2AE4A9mHkzRQuoJh2OdL0lta+ak/trLSZRZFQeSvwuBGq3Ap8Bvii64NMHRGxHsW899nlpTMz8/Vt6h7LcDItgR2c3qJOtXx/cmqnui4itgSqSyQcm5kfG1Q8mhrKGQRfqVzy+5dqKdc5vpgiEfvzzNw7In7FcMLfqZ1qq2Vq5z8yc5PBRaOpIiJ2pVj3bDmK3+sOzcyvDTYq9cOUGZE2JDP/Buxbroe2G8su9H5xZl7bQV8dD/nIzMXAh8vM9B4U682sQTH8/G/A+Zm5tNN+NeG9m+Ek2gLg8FHqHksxCm0jiukwHwBe09PoJKlDmXl1RPyNYkoewNaDjEdTQ2aeGhFHMjyq6LnA6YOLSJNBRMwETqX4P/0iij9YS9LAlOuff4XhwTufN4k2fUy5RNqQzLwFOHuA919MMS1G08MBlfLZo20ikJmLI+I0YGhkx4sjYlb5zEjSRHI3w4m0VUerKHXgUoYTaesOMhBNGu8DdijLx400fViS+mwv4Cll+QFg7uBCUb+NNPVRUgci4kkM/6IJ8OMazarr881heFqCJE0kG1fKdwwsCk011T/kuhusRhURm1MsmwJwJXD8AMORpCHVNRr/JzNd92waMZEmNbddy/nvarS5FKiOQGvtQ5IGqlz3o7qF+4WDikVTR7nY8jMql9y1U2M5GViJYv2hwxzBL2mC2LtSPm9gUWggTKRJzVXXDVpMsc3xqMr/BFbrufaQpInmg5XyIoodP6WmjmN4OuddwBkDjEUTXEQcAuxZnn4tM38zyHg0ZaweEd+OiOsiYkFEPBQR/4iIcyPiA+UmYlJb5UjZNSqX/lxef0pEnBARV5bP1QMR8f8i4rSI2Hcw0aoXpuwaaVIfbVIp39TBbqw3MLxGzCaj1JOkvoqI1wL7VS79e2beOqh4NHmVi8SvDewCvI3hv+AvBF492pqimt4iYh2Kne6h2LTriAGGo6llNeCVLddWBp4AvAA4OiL+A/iQIyDVxrYt57dFxFHAR3hsjmUOxTJAB0fEPOBA/081+ZlIk5qrLsB9fwftquvCzOlSLJLUSEQ8lWIq1ZCrgaMHFI4moYhYBKzQ5uWk2IzpfZn51/5FpUnoP4DHleX3mnRVl90A3EQx4noNYBtgVvnaChQbXDwzIvbOzPmDCVET2Jot50cA76+cXwXcSvFsPZXhmYDPAS6KiF1Mpk1uTu2Umlu5Ul7UQbuFlfIqXYpFksYtIjYEfsTw97WFFH859ZcIdcuvKBIkVww4Dk1gEbEf8Iry9OeZ+fVBxqMp4VGKdawOAtbOzI0z81mZuVdm7kAxSu31FAm2Ic8AfPY0ktVazoeSaL8EtsrMrTNzz8zcHtgQ+Hal7kbAWX2IUT3kiDSpueUr5SUdtKvWndW2liT1QUSsRTFSaKPy0hLgVZn5x8FFpUnqpyw7smNd4EkUf8B9bnlcGBEHZuY/BhOiJqqIWBU4sTxdBLx1gOFoisjMecDzRnl9EXBmRPwI+DmwQ/nSyyLiBZn54z6EqcljxRGunQ+8oHU6cGbeGhGvBpYCrykvP7cc7fizHsepHnFEmtTcgkp5pG+q7VTrul2ypIGJiNUpkh9DG588ChyUmecMLipNVpm5X2a+oDyem5lbA4+n2MBi6GfmrsC8iHj8wALVRPVpYIOyfFxmXjPIYDS9lFOI9wcerlx+94DC0cQ10kj9t7ZbU69cQ/udLDsj6Y29CEz9YSJNaq6aBFupg3az2/QhSX0TEXOAHzP81/cEDsnMbw0uKk01mXl3Zn6KYn2YoZ95TwA+N7ioNNFExDbAYeXplcDxAwxH01Q5Urb6M3D3iGi37qOmp9bf3S7LzL+M1qBM0v6ocuk5XY9KfWMiTWrurkq5k+2y162U7+5SLJJUW0SsTPGful0ql9+WmacPJiJNdZn5B+ATlUsHRsQag4pHE87jgSjLWwMPR0S2O4DdK23f0PL6y/oevaaSX1bKKzG87IEEy/7+B/CHmu2q9daPiE5mM2kCMZEmNXd1pbxmRMxuW3NZ1R/IV3UxHkkaU/mftx8Cz65cfk9mfnlAIWn6OLtSngnsNKhAJKmN1h0V1xpIFJqormw5rzsoorXe40aspQnPzQak5lp3HtseuGC0BhGxAbB25VLrN2NJ6pmImAV8D9izcvnIzPzigELS9HJjAknKKAAAGwVJREFUy7m/oGrII3Q2Sn81hn+feZhlp1s9/NjqUm2tfxhfOGItTVfXAItZdmOdOlpHoPlcTVIm0qTmLqbYVWroG+NujJFIY9kRIADzuh2UJI0kImZSbMP+gsrlozLz0wMKSdPPai3n9w0kCk04mflbOkisRsSvGJ7e+a3MPLgHYWl62qbl/PaBRKEJKTOXRMT5DP9B8ok1m25aKT+cmf78m6Sc2ik1lJnzgfMql15bo1m1zuWZeV13o5Kkx4qIGcDXgeraQZ/IzGMGFJKmp9Y/Jl07kCgkaQQREcCBlUvXZeZtg4pHE9b/VMrPrrne2d6V8kVdjkd9ZCJN6o7TKuVtI+Il7SpGxI7Avm3aSlJPlL8YnAq8qnL5s5n54QGFpGmonFb8kcqlazPz6nb1JWkA3gU8tXL+vUEFogntbODBsvw44C2jVS5/P3xK5dL3exSX+iAyc9AxSJNe+QvqJcCO5aVbgT0z86qWeutTjF7bqrx0M7B5Zi7qV6yaXCLiK8BBI7xUXYthCbB0hDpbllu4S0TEKymmdA5ZzLK7ko3l9sx8Q3ej0mQXEQcAOwD/npl3jFF3fYo/Hu1TuXxoZn61hyFqCmuZ2nmGUzs1kojYB3g+8IXMvGmUessB7wE+DcwoLz8IbJaZd/Y8UE06EfFRYGhU/0Jg/8z8yQj1tgN+xvAa2XcCm5YzmzQJuUaa1AWZmRFxKHA+xeKk6wEXRcSJwG8okhxPB94BrFM2Wwq8ySSaxrA8Yy9gOpORv59H98PRJNa6cPIsil8s6jIpq5GsSjHC7IMR8Rvgt8BfgLsofqmYQ7F2zLOBlwIrVdp+H/haX6OVNB3NBt4LvCcifkuxNvHlFN+nFgFrAE8DXg1sUWm3FDjIJJpG8RnghcCuFD/fzo2Ib1H8fLsVWJPij0eHMLwxwaPA602iTW4m0qQuyczLIuJA4JvAyhS/XBxZHq2WAG/PzHP7GKIkSb0yA9ijPMaSFNOM355OjZDUP0GxKdhuNereAxySmT/obUiazDJzUUTsB/yEYnR2UCRkX92mycMUz9WP+xSiesSpnVKXRcQWwAkUf30YaR3CC4DDM/P3fQ1MkqQui4jNKNYTej6w5RjVHwZ+CJyQmef3OjZJAoiIrYBPAM+hGCE0mrsoRsp+MTNv7XVsmhoiYnngQ8DbGZ6+WfUo8L/AhzPzL/2MTb1hIk3qkXItmN2ADSj+Un8zcHFmujuZJGnKiYg1gG0ppnKuRTGN5SHgXuBK4M8uZyBpkCJiU2BrYCNgdYolNB6kSKD9EbjCkbIar4iYSfH73+YUCbX5wI3AvMy8e5CxqbtMpEmSJEmSJEk1jDTtTJIkSZIkSVILE2mSJEmSJElSDSbSJEmSJEmSpBpMpEmSJEmSJEk1mEiTJEmSJEmSajCRJkmSJEmSJNVgIk2SJEmSJEmqwUSaJEmSJEmSVIOJNEmS1JGIOD0isjzmDjqe6SAi1oyIj0bEbyPi7ohYUvkcfH/Q8WnyiIg9Ks/O9YOOp5sq/66MiE0GHY8kaWoykSZJmjZaEkBDx57jbG/yQn0REU8B/gIcAzwTWAOYMdCgJEmSpqmZgw5AkqQBOw54xqCDkEZxFrBu5fwvwK3Ao+X5pX2PSBNCRGTldNPMvH5QsUiSNF2YSJMkTXe7RsR+mfnDQQcitYqIpwPblqePAs/NzHkDDEmSJGlaM5EmSRIcGxHnZGaOXVXqq6dVyr8xiaamMvNXQAw6jl7IzCn575IkTSyukSZJmq6uBYYSZ9sCrx5gLFI7a1bKNw4sCkmSJAEm0iRJ09dfgO9Uzo+OCEdqa6JZvlJeOrAoJEmSBJhIkyRNbx9lODmxOfDGbnQaEddXdvfco2ab6k6im7SpU901dG55LSJi/4j4QUT8PSIWRcTdEfGTiHhpm362jogTI+KqiFgYEQ9GxJ8i4qiIWGWc/+blIuLlEXFOJY7bIuK8iDh0PEnKiNgyIo6OiAsi4paIeDgi7oqISyPi0xGxZc1+HvPeRsSaEfHuiJgXETdGxCPl69t3GucI91suIl4ZEd+MiGvK93d+RFwXEd+JiNeN9n5ExNyheIGjKi+9YYRdZ69vGOvMiNgrIj4ZET8v34sF5efvloj4dfk52LBmfwdXYvtV5fqOEfGliLi8fD4zIv44Sj9PLO97YfkcPRwRt0fE7yPiuA4+9xPma6a87zPLNueW954fEYvLf+OFEXF8RGw1Rj//fI9bXvr7CM9HRsTpLe33GM/zExG7RcTnI+IPZbyLy/fhyoj4VhRf54+r298o95k7UuwRsXtEfLW8330xwu7JUe/7aLv+dy77v7r8vNwXEZeVz9taHf4bVo+IIyPiovLZWhARf4vie8LzKvUe83yO0udGEfHRiPhl+f4vKj8H95TP4rci4vCIeGInsUqSxiEzPTw8PDw8psUBnE4xnTOB75fXvlq5diOwYift29S7vlJvj5qxZeXYpMb95wKPA37U0rb1OKGljyOAJaPUvw7YuIP3cS7F9MOfjhHHpcBmNd+LlYATgUfG6PMR4NPAcp28t8A+wG1t+ty+4TO2HfDHMeJO4Apg5zZ9zK3Rfui4vkGsewB31rzPw8CHavR5cKXNryjW4/0MxUYJrX3+cYT2ywEfL+831uf+c8DMDp/VQX3NbEXx/aXOe70UOKHdv63lPa5znD7C57328wM8EfhZzXstANZr+DU0txo7sApwZpv7fb+l7TJf6zX7X758lkb7d90L7FYz/udR7Ko7Wn9nArNbn89R+nxn+d7W/Zw/vsnnwMPDw8Nj9MMpLJKk6e5o4HXALGBD4K3AFwYaUT0zge8DzynP/wH8neKXzu0Z3lDonRFxQ2Z+NiI+AHyqvP4QxfTWh4EnA0MjLjYFzomIHTNzSc04fgg8szy/A7iaIhn2FGDF8voOwC8iYrfMbLvWVzmi5UfAMyqXlwBXUiR9VgOeSvH5mkmR5HgC9de42xX4L4anTF5F8UvvmhTJjnGLiF2BH5cxDnmAImm2FNgaWKO8vjVwXkS8JIvF36uuAX5SljcHNivLtwCXt9S9vUHIGzL8eQe4j2LtwPsp3p+NKd5bKN7v4yJiTmZ+sIN7fAF4R1leAPy1/Lhxa8WIWA74Oo/9XF5N8TlaG9iGYqH8mcB7gc0i4hUdPKuD+ppZi+L9HjIf+BvFex7ABhSf56BIJr6z/PeO9FzfzPDz8fzK9XnAwhHqtz4ztUXELsD/suxzkhRfN7cDK1B8LtcvX1upvNYtAZwF7Fee31fe+xGGvy6aOgk4pCzfW+l/a4rPAcDqwI8iYpvMvLltsMUI5HMY/r43FPOVFMnkrSi+1wz9zBnp89Xa5yEUidWqf5THI8AcimRn9XPkrCNJ6qVBZ/I8PDw8PDz6ddBmRBnFLylD1+8AVumk/Qj1rq/U26NmbHVGUlTvf1f58VJgl5Z661OMBhqqew/FKKylFL/AvxVYoVJ/BvDBlhjeWPN9HBrRdAfwCiqjw4BVgU+y7Gikn47xPpxTqTsfeD+wakudVShGlSyt1H1nzff2gfLjt2gZRUTxS/Oqo8U3yj1WA25oif1tLe/z8hSjie6v1LsNWGuUfudW6p7e5a+H1wF/Bg4HNm9TZwuK5NZQDI8Cu47S58EjvNcPle/Fii11N2s5f2/L5+qXwFYtdTblsSPKPlbzWR3k18xuFCPXPkSRYI4R6mwIfLHl6+WVTb9vjNBmj0qb60epty7Ljtx8GDiOEUY7USTT/q38GqgVR81nfugZuh04kMooPYok2xM7fT9a+h96Jm4B/gWYUam3HHAosLhS/7RR4l4VuKlS98Gy/fKVOjOB15bPV/X7ZzLCiDSK7xl3Ver8kPZfq5sA76JI3K/b9PuDh4eHh0f7Y+ABeHh4eHh49OugfSJtHYpf9ode+2gn7Ueod32l3h41Y+s0kZYUSZA5bequUfllbeiX4KXAnqPEUJ0+9aua7+NQomS7Ueof2VL/pW3qvaFS535ghzHes2r9e4GVa7y3CZzSg2frs5X+lwB7j1L3WSw7dfHkUerOrdQ7vcsxj/h+tan7pUocZ49S7+CW93oJ8Jwa/a9NMTpnqN3PqCQgWurOAH5QqbsYeMIE/5pZiTGmIFfqvqfS58Vj1O1lIu3sSr1FwF41+p4FzGr4XM5t+Xc9QEtCtcn7MUL/d4723lEkCIfqzgdmt6l3bMtz/9xR+tyZx05fnjtCvWdXXr+uzntLOaqxyefAw8PDw2P0w2G/kqRpLzNvZ9mpM++LiDXa1Z9ADsvMB0d6ITPvYdldSWcBp2bmL0bp76RKeZeov0HApzPzT6O8fjxwWeX8LW3q/Vu1nJmXtakHQGaewfAUt9UpRnqM5XaKREXXRMRKLLtRxZcz82ft6mfmbylGHg15XTcWae9UZs7voPqHKZIpAC+KiBk12305M+fVqHcIw9PhFgKHZOYjI1XMzKXAmylG/EAxaqfdM9VqIF8zmbkwMx+tGeMXKUZ2ATw9Itar2a5rImJz4OWVSx/LzPPGapeZizNzcZfDOSYzr+pyn1Xvz8zrR3n9JIanYM6mmKa+jPLr4ZDKpa9m5i/bdZiZF1Mkp8dSnQ58cZ33Ngt1nzVJ0jiYSJMkqXA8xVo2UEzT+8AAY6njysz83Rh1Lm45P3WM+pcwvIvpihTT6MayhGWTCY9R/lL3n5VLe7fudBgRT6NYdwqK0WWn1bg3FNMOh+xZo/43Okwg1bEHxSL2Q+r8gnwCxRQ+KH4536fLMXVVZg6tDwZFvE+p2fSUmvX2r5S/l5k3tK3JP5Pf/7+9Ow+Wq6jiOP49Rg2CgolCUMQFg0RFiSyK0YCoKLjgBqaiLIpGwK20ylLcS6VUXAp3cQH3gEEsBEMwCCaIFiWLQdQICoIEIgqEgGCCws8/+j6nZzJL3zczb94jv0/VVPW76Xtf354F5rzTpxd3OL+TyfKe6UqSWsbx9H6vOQ4LaHxPWAd8cQRjgPT5UvpZMB53AKd061C99vMdZp/YptvuQB7wPLHgd3+toM+GrL1rVUfQzMxGzJsNmJmZAZJui4hPk2oAAbw1Ik6Q9PdRjquLXgEBSAXax2ykOStsE5LujohbaS6w3culkm4u6Lcsa08jffHMM5XmZ+0LOmUjtZEXUt+9oP+Fhdet4xlZ+8+S/tzrBEk3RMRvgT2ya/xwCGMrEhHbkgrX70aqF/YQUkZWLi/uvgPQLQsR0vLcnoXuI2I6qdj/mKW9zqn8FDiqau8SEQ+VdFuX/pPiPRMRW5Pmei5pM4et2bRA/1Oy9g69rjkE+fvxbEk9i+IPyWpJtwzx+pcUZtCtydrtskf3ytrremXTAki6OiKuo83GG5lLs/aTgW9FxLGS1nY6wczMhs+BNDMzs4bPk4o1zyJl3XwQeMtIR9RZyW6Nd2XtW1W2s2F+zpYF/X/fuwtIujEi1tH4ErozzYG0PHCwe0ScU3JdUu2pMdt27NVwdeF165idtevskHgFjUDa7G4dh6VaNvhZUqH1Ov9fuE3vLvy1yq7qZUeag3alc5j3C9LOhZd16T/S90xEbEMK1B9J8+u2l5K5HrQ86+rSjr2Gbxjv11zpH0p6PcePztp1lqGupksgTdLfIuJ0GstsDwdeGxEXAueR/jBw0QgDnWZmmyUH0szMzCqS7oyIj9NYmvfGiPh0j/o5o1K3DtF46hZFQZ862SK30AiktWbuPCxr71g96ioJOLStj9Wn/F7qzEeeyTfhNdIiYg5pp8pZ4zi9NYOqndK5bn0tlM5hayZkrzkc2XsmIrYnzfUu47hmyVwPWl4j8h8j+P1jhvF+zQ3qOc5fw92yIlutL+iziPRHgn2qn6cB+1YPgI0R8UvSUufFkjbW+P1mZjYOXmdvZmbW7EQahb4fCHxkhGOZCup8Ec2/4LUGB7YawFhKAn/DKMKd30ud+cj7TmiwpCqOvoRGEO1uUi2qg4EnkQID0yXF2ANYWfPXlM51672XzmFrv1EEnEqdTCOIdi/wI+BQUibmTGCLlrn+zmiG+X/5XI4yMHNfL5rf8/4krQP2I22m8ss250wHnk96jV0VEfsNepBmZtbMgTQzM7NMVS8nD54dGhHtiksPTI0dECejh4yz7+0t/5ZnZnwtDyrUeYz/NvqSj32881Eni2UQXkJjOe1/gOdJOlLS6ZJWS1rfpnZUnXurozUrp/T3tPab6DksEhG7AQdmhxZKOkTSDyT9XtK6NllEw5rrUvlcltRK3Nzlr+E6S3GLMlEl3StpsaR9SNm7LyMtyb4UyJdPPxpYFhGj2KDCzGyz4UCamZnZpr4DXFW17wd8rOb5eQDiAQX9p/IX1aJdCquC8o/MDrUuF8vrV23X76Am2D+z9k41zsuL9/+zY6/hyHcJXSypZBOGRw1pLK33XjqHj2/5eaLnsFQ+1yslLSk4Z1hzXSqvHbbzyEYxdeS7zM6pcV6dvkDaGEfSmZLeJWlPUvDskzR2j50OfLzudc3MrJwDaWZmZi0k3QN8KDv0yogo2RFyTF7XZ2bHXg1P6d1l0tozIkoywXanuTZra1H4i7L23n2PamLl9zK3Chp2VWUh7tnhGhMhL45+ca/OEfF4hhTglHQTcGN2qPT5z3dLvZ3hF6Yfr7pzvSVp99QSeTbSIDMy8/fjPh172Zj8eZ1ZZSF2FRGPAx7b7y+WtEbSe4HjssP7lnwOmZnZ+DiQZmZm1t4SYFXVDur9hf+6rP3Ugv4vr3HtyeaRwPyCfguz9lpJf2n595/TyKh4REQcMIjBTZB899EHAwcVnLM/zYGpCzp1HJKSTMnc64cyiob8/hcWBmcPzdoXSpqs9bTqzvVrKK/3dmfWrrMTaC/Ls/beEVHyObY5u4zmLL6jC845asBjOCNr35/mDVzMzGyAHEgzMzNrQ5KAD2SHXgjMKzz9t1n74Ijo+N/biNgJeEP9EU4qx3ULfFSZF4uyQ5sUUpe0Fjg1O3RCRGw9uCEOj6QrgV9nhz7aLRskIu5Pc2D2d5J6ZioN2Nqs/exuHatstHcOdzicnLWfDBzerXNEvIrmjLRvDmNQA1JnrmcAH61x7Tx4M7vOoHo4A7g++/nE6nVrbUj6L82v4UURsW+n/hGxB/COXtctDCiPaf28XFfjXDMzq8GBNDMzsw4kLQV+lR0qrRX046z9BOC97TpFxI7AWaQspqlsPvCldpsmRMT2wJnAFtWhO4AvdbjOh2lsQjAHOL8K4nQUybyIOC0i9h/X6AcjX1Y1BzilWqLXpAqwfRt4WodzJ8qKrH1IRLygXaeImA38DNjkXgbs5zQvJ/xKRDyvw5jm0Ry0+B3pNTZZrcjae0fEke06RcQs4BzgETWunS8JPmZQy/mqwND7skPPBM6IiI5L1SNiekQcExFTrcbhoHyKRtB0GnBWRBwZEf/PSIyIaRGxkJTxNx24ucc13x0RX+214U1EbEVzAPY3kv5d+w7MzKyI/7JkZmbW3ftp/iLck6Q/RMQyGjv1HVdlIJxK+qL1MGA/UibaVsB36ZGBM4n9BDgAeDMwLyK+AawmBc6eRVrilC8xeo+kG9pdSNLVEXEYKRA5DdgD+FNEnAGcC1wL3EXaFW9HUt21A6o2wEkDvbMaJC2r7n0s8+4VwBUR8XVShuI9pGW+RwG7ZKeeIum0CR1ssgT4BCloMw1YGhHfAs4GbgG2JRXJP4L0XF4ObASGshugJEXE64BLSIHlLYFzI+JU0mtsbTWmF5PeK2NB2w3A4VVdw8nqAtJrYCx4elIVuDyddF8zSXXI3kh6bd9Amu8XFVx7MfDqqn0AsDYiVtG8K+75kr5Qd9CSvh8R+wFjgb8XA1dHxPere7qJFAx6DOm9/nLSxinL6v6u+wJJ6yPiUNJ7aDpp59WTgM9ExB9J9ezmAA+vTvkRaWnuEdXPrbvkQlquezRwdERcDpxHei3dRPosnEn6nHw9zbX4RhGcNzPbbDiQZmZm1oWklRGxnOad90ocQ8pm26H6+RXVo9UKUnBlqgbSVpGygb4OzAW+3KXv8ZK+2u1iks6MiAOBHwIzSP+vcnD1mOzeTAo6HVb9vBNpN71OTgdeN+QxtSXp3xHxGlIG1HTSPC+ieQnumOtJ8z/U5ZOSrqyyCs8mPfdBqq23sMMpdwAHSbp8mOPqVxUkfC3p82BGdXhB9Wi1jjTXJTW2kPSTKrA1Vi9uBilIn7ut9qAbFpGCPW+rfn4o8NbqYS0knR8RB5H+ODKrOjyDFGjMnUoKnObB//U9Lr8bZZtQHCvprIJ+ZmY2Tl7aaWZm1tv7654g6TpSPaRzOnS5nZQ1sL+kDX2MbeQknUyqIbe6Q5c1wAJJxxZe71zSktjjSdlR3dxK+lL6UlLW2shI+q+kw0kBkiu7dL2GFDg9RFK7LJQJIWkFKRNqVYcuG4EfAHPbbA4xrDFdRKqRdjIp26ydu6tx7Vrdw6QnaTWpptvKDl3uAZaS5vqiDn06Xfsw4JWkDKdrSIEvdT2p/Nr3Sno7KTh3YY/rXgt8jOa6bZsdScuBJ5L+u3EJKTi6gfTcLAEOlLRQ0p00bzjSbpnnacAXgV7vPwG/AOZLOr6/OzAzs14i1VI2MzOzYak2FNgH2J70Jfda4DxJd41yXMMQEXsBu5KyMdYDf6CPHRWrjRrmVtfclpTx9S/S8rfVwOrJultjVddoLxqZKf8ALpN0xehG1V5EPI0U6JlJet7WACsl9ZPN1O+YtgSeAzyWlAm1HvgbsELSHaMaV78iYg4pQ2k70ufBjaT3yKQPQFX1z+aTduvdhrS8cA2wStJVoxzbVFPVlLyFNI8Ac6qNSzr1n0VaHv440vt0GukPMtcCF0+F14+Z2X2FA2lmZmZmZmYTKCIW0Nip+GZgO/mLmZnZlOClnWZmZmZmZn2KiCjs9yjghOzQdx1EMzObOhxIMzMzMzMz699zI2J5RCyIiK1b/zEitoiII4CLSTvmQlqe+bmJHKSZmfXHu3aamZmZmZn1L4D9q8e9EXENsBb4D6mu2ZOAB2b97wHeJOn6iR6omZmNnwNpZmZmZmZm/cs3PrkfMLt6tLMWWCRp6dBHZWZmA+XNBszMzMzMzAYgIvYAXgLMA3Ym7c76INJuwzcDlwHLge9J2jCqcZqZ2fg5kGZmZmZmZmZmZlbAmw2YmZmZmZmZmZkVcCDNzMzMzMzMzMysgANpZmZmZmZmZmZmBRxIMzMzMzMzMzMzK+BAmpmZmZmZmZmZWQEH0szMzMzMzMzMzAr8D4fQSIGsNWddAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "smiles_AR_A = get_smiles_number_of_aromatic_rings(smiles_A, delete_nans=True)\n",
    "smiles_AR_A_counts = np.bincount(smiles_AR_A) / float(len(smiles_AR_A))\n",
    "\n",
    "smiles_AR_A_to_B = get_smiles_number_of_aromatic_rings(smiles_A_to_B, delete_nans=True)\n",
    "smiles_AR_A_to_B_counts = np.bincount(smiles_AR_A_to_B) / float(len(smiles_AR_A_to_B))\n",
    "\n",
    "reps = np.array([a != b for a, b in list(zip(smiles_A, smiles_A_to_B))])\n",
    "smiles_A_to_B_noreps = smiles_A_to_B[reps]\n",
    "smiles_AR_A_to_B_noreps = get_smiles_number_of_aromatic_rings(smiles_A_to_B_noreps, delete_nans=True)\n",
    "\n",
    "smiles_AR_A_to_B_counts_noreps = np.bincount(smiles_AR_A_to_B_noreps) / float(len(smiles_AR_A_to_B_noreps))\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.rcParams.update({'font.size': 35})\n",
    "\n",
    "ax = plt.subplot(111)\n",
    "ax.bar(np.arange(7)-0.2, np.concatenate([smiles_AR_A_counts, np.repeat(0., 4)]), width=0.4, label='A')\n",
    "ax.bar(np.arange(7)+0.2, smiles_AR_A_to_B_counts_noreps, width=0.4, label='G(A)')\n",
    "\n",
    "plt.ylim((0, 1.05))\n",
    "\n",
    "plt.ylabel('Fraction of molecules')\n",
    "plt.xlabel('Number of aromatic rings')\n",
    "\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot aromatic rings distribution in B and F(B) datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f61bb095ed0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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FdauMGDGiyzG77LIL48ePByrB22233daU2npCmSBtCyo7zZ5c248RMYLVu9ZWAJcWf8/M5cDlhVsTS9QiSZIkSZK0Xlq8eDF33nln2/UhhxzStLXuuuuutvZWW23FqFGjahpXrOmmm25qdFk9pkyQtipyfLWD3w+kcipoAndn5tr2+v2l0N66RC2SJEmSJEnrpT/+8Y8sWbIEgGHDhrW93L/R7r77bq699tq262OPPbbmsfvtt19be9q0aY0sq0cNLDF2OZVDBIZ08PtBhfa0DvrML7Sb8/CuJEmSJElSPzZjxoy29q677kpENGzuRYsW8eijj3LDDTfw7W9/u+39ZjvttBNnnnlmzfPssccebe0HHniA1tZWBg8e3LA6e0qZHWnzqBwUsE0Hv7+t0L6jgz7DC+11901zkiRJkiRJdZo1axYR0eVn9OjRax0/c+bMtvZ2221XVw1XXHHFWtccMWIEe+21F+eccw6LFi1i8ODBfOQjH2H69Ok1P9bZvq7W1lYeffTRuursbWWCtAeq31tExBp7BiNiPLB/9XI5ML2DOTYvtLs+5kGSJEmSJElrmDVrVlt7iy2ad5ZjS0sL733ve/nYxz7GJpts0q2x48aNY8CAAW3XxZrXJWUe7bwFOKza/m5EvCszF0XEIOACKrvVErg1M1/rYI69C+0nStQiSZIkSZK0ThoyZAiTJ0/usl9HJ2TOmTOnrT1mzJi6ath8883XePxylWXLljF37lwefvhhli5dytVXX83VV1/N0UcfzWWXXVbzrrQBAwaw4YYb8vLLLwMwe/bsuursbWWCtCuAL1J5t9lk4KmI+AuwE/CGQr/vdTLH4dXvBP5cohZJkiRJkqR10rhx45g6dWrd4xctWtTWHjp0aF1zHHbYYVx++eUd/r548WJ+/OMf8/nPf5558+Zx/fXX8+KLL3LbbbcxaNCgmtYo1laseV1S96OdmTkbOKVwawyVQK0Yov0iM3+1tvERsReV0C2BhzLzlXprkSRJkiRJEmRmU+YdOnQoJ5xwAjfeeCMtLZU46Xe/+x3nn39+r9fWk8q8I43M/AnwbuCx6q2ofpZR2Yn2oU6Gn14Y85sydUiSJEmSJK2vhg9ffZbj4sWLm7rW/vvvz1FHHdV2/T//8z81jy3WVqx5XVIqSAPIzF9m5k7AjsChwJuBjTPz1Mxc0snQacDJ1c/FZeuQJEmSJElaH40dO7atPW/evKavN2nSpLb2008/zZNPPtnlmBUrVrBgwYK262LN65Iy70hbQ2Y+xuqdabX0/2Gj1pYkSZIkSVpfjR8/vq397LPPNn290aNHr3H9wgsvMGHChE7HvPjii6xYsaLtuljzuqT0jjRJkiRJkiT1nl133bWt/dhjNe9xqlv7XW+1HHBQrGvQoEFsv/32Da+rJxikSZIkSZIkrcP22WeftvbMmTPX2PnVDHfccUdbOyLYaqutuhxz//33t7V33313Nthgg6bU1mwNe7QTICImUXlP2t7AWGBDIDJzt7X03YrKQQNk5lONrEOSJEmSJGl9sd9++zFkyBCWLFnCkiVLeOCBB3jTm97UlLV+//vfc+ONN7Zd77///my00UZdjrvnnnva2pMnT25KbT2hITvSIuJtEfFn4HbgP4B3AQcAuwI7dzDsMuDvwBMR8ZZG1CFJkiRJkrS+GTp0KAcffHDb9bRp0xq+xuLFi7n00ks58sgjWblyZdv9s846q6bxxZre/va3N7q8HlN6R1pEfAn4EpXdZdGNod+msnsN4F+A35WtRZIkSZIkaX303ve+l5tvvhmAqVOn8ulPf7pb42+55RaOOOKI191fvnw5c+fO5aGHHmLp0qVr/PaZz3yGo446qsu5H3nkEWbNmgXAmDFjOPTQQ7sY0XeVCtIi4t+ALxduPQ5cA9wPfI7KI54duRmYC2wEvLNMHZIkSZIkSeuzY445hk996lMsXbqUW2+9lQULFjBq1Kiaxz/33HM899xzNfXdcMMNOe+88zjppJNq6n/DDTe0td///vczePDgmuvqa+oO0iJiHHBe9TKr7bMzc2X193/tbHxmroiIqcCxwBYRsW1mPlFvPZIkSZIkqQNfnt/bFajJRo8ezTHHHMOVV15Ja2sr1157LR/72MdKzztgwABGjhzJuHHj2HPPPTn88MM55phjGDFiRM1zXHXVVW3tE088sXRNvanMO9JOAEZQCdG+n5lnrQrRuuHeQnvXDntJkiRJkiT1I5dffjmZSWby5JNPNmTO008/va39/e9/v8v+Tz75ZFsNHX2WL1/OvHnzePjhh7nmmmv46Ec/2q0Q7Z577mk7sfOggw5i7707e3ix7ysTpL2j+r0S+GKdczxeaG9dohZJkiRJkqT12l577dX2nrO77rqLGTNm9HJFcMEFF7S1v/CFL/RiJY1RJkjbjsputAcyc3adc7xSaNf+4K4kSZIkSZJe55xzzmlrf+Mb3+jFSuDpp5/mmmuuAeDNb37zWg8zWNeUCdLGVL/nlJij+Ha55SXmkSRJkiRJWu/tu+++fOADHwDguuuuY+bMmb1Wy7nnnsvy5cuJCL71rW/1Wh2NVCZIm1f93rDEHFsU2mUCOUmSJEmSJAHf/OY3GTZsGCtXruy1xykfe+wxfvCDHwBw3HHHceCBB/ZKHY1W96mdwLPApsBuETEoM5fVMcfkQvtvJWqRJEmSJEkSsNVWW7Fo0aJerWH77bdn2bJ6oqK+rcyOtFur30OAD3R3cERsXBj3KvDHErVIkiRJkiRJTVUmSJtSaH8jIt5Q68CICOAyYDiVAwuuycwVJWppP/9+EXFhRDwYEa9ExMKIeDgiroiItzZqnQ7WHhAR76quNTMi5kXEsur3zIj4UUT8U0QMaGYdkiRJkiRJaqy6g7TMvAe4AQhgHPC7iHhLV+MiYhtgKnBk9dZS4Gv11tFu7mERcRGV3W0nA7tSeYfbCGAn4MPA/0XETyNio0as2W79PYH7gF9U19oFGE3lEdrR1et/AX4G/CUi9ml0DZIkSZIkSWqOMu9IAzgJ2BOYUP3cEREzgP8Dtl7VKSI+ReV9agcCBwEDqARwCZycmbNK1kF1h9e1wDsLt18DZlI5EXRXYFT1/tHA+Ig4ODNfK7t2df19qDzuOqpwewnwIPAKlVNOdwM2qP62GzAtIt6WmT7WKkmSJEmS1MeVebSTzJwNHE4lrIrqZx/g88DOVIIygPOBM4FDqIR3AawAPpuZV5SpoeA/WDNEuxTYMjP3zcwDgc2BrxZ+3we4qBELR8RA4EesDtGWA2cBYzNzYma+LTP3AcYCX6LyZ4fKTrkfRcSgRtQhSZIkSZKk5ikVpAFk5uPARODrwHxWB2pR6Nb+3r3A2zLz/LLrA0TEZsBnCreuzMwTM3Neoc5FmXk2a4Zp/xIRb2pACW+lsuNtlc9m5tcy89Vip8xcmJlfAT5XuL0jcFgDapAkSZIkSVITlQ7SADJzaWaeCWwFHAdcAvwe+BvwLJXHG2+l8i60gzNzv8y8vRFrV30aGFZtvwac1knfrwBPV9tBZfdcWQcX2vOB73XR/7vVfqt0+W45SZIkSZIk9a6y70hbQ3UH1lXVT086utCekpkvd9QxM1sj4jIqj1gCHBURgzOztcT6YwvthzJzeWedM3NZRDwM7L+W8ZIkSZIkdSgziYiuO0r9XGZ23anBGrIjrTdFxI7ADoVbU2sYdmOhPRKYXLKM4iOcG3TYa01DCu15HfaSJEmSJKmqpaWFlStX9nYZUp+wcuVKWlp6Ntpa54M0oP07zv5Qw5g/AcUdaGXfk1Y8dXP3iNi4s84RsQmVUztXmV5yfUmSJEnSemDw4MEsWbKkt8uQ+oQlS5YwePDgHl2zPwRpuxTarax+/1mHqo9xFvvt0lHfGv2cyrvgAAYB/x0d7LONiBYq70hb9VjtTOA3JdeXJEmSJK0HRo0axYIFC3q7DKlPWLBgAaNGjerRNftDkDah0H4ma39A9qkO5ui2zFwCfIjVBwgcC9wWEUdGxMYRMSAiNomIfwRuBz5Y7TcLeG9mriizviRJkiRp/TBy5EgWLlzI8uWdvppb6veWL1/OwoULGTlyZI+u2+lhAxHxWg/VkZk5vM6xxehxfoe9Xq8Y4Zf+W8/MOyPizcD3gQOpvHeto3evLQGuA87IzBfKri1JkiRJWj8MHjyYMWPGMGvWLMaPH8/AgQ09Q1BaJyxfvpxZs2YxZsyYHn+0s6t/cUOABJp9HEiZYxaKAVx3HhRfXGiPKLF+m8ycGRH/BHwFOLGTrj8HvltriBYRnwA+AbD11luXrlOSJEmStO4aO3YsAE888QQjR45k1KhRDBkyhJaWFk/zVL+UmaxcuZIlS5awYMECFi5cyJgxY9r+LfSkWqLrvv6vcFCh3Z29rcW+pePLiBgAnFn9DKvebgUeAF4BRgO7V9f6APCBiLga+ERmvvr6GVfLzEuBSwEmTpzY82e7SpIkSZL6lLFjx7LhhhuycOFCXnrpJVpbWz3NU/1aS0sLgwcPZtSoUUyYMKHHd6Kt0lWQVvYl/D2h+PjpkG6MK/btNMiq0eXAcdX2UuBs4MLMXLSqQ0SMAE4BzqESqH0I2Dwi3paZPuAuSZIkSarZ4MGD2Xjjjdl44417uxRpvdFpkJaZj/RUISUUQ7Ch3Rg3rNAuFaRFxEdZHaIlcHRmvu4kzurOs69HxEzgF9Xbk4HTgG+VqUGSJEmSJEnN1R9O7ZxTaG/WjXFvKLTnlqzh3wvtX6wtRCvKzF8Cvyzc+nTJ9SVJkiRJktRk/SFIK+6a2zgihnXYc01bFdoP17t4RGwN7FC49YuO+rbz80J7y4jYpt4aJEmSJEmS1Hz9IUib2e56z64GRMQWQPFoh4dKrL9Fu+unaxzXvt8b1tpLkiRJkiRJfUJ/CNLuBpYUrifVMOagdtd3lFh/abvrWt/T1n7n3Gtr7SVJkiRJkqQ+oatTOzsUEZ9rZCGZ+Y06xy2KiN8CR1ZvHQt0Ndexhfb9mflEPWtXPd/ueiK1Pd65T7vr50rUIEmSJEmSpCarO0gDzqNyQmWj1BWkVV3G6iDtjRHxruoL/V8nIvYG3tFubN0y8/mIeJTV70n7WER8PTMXdTQmIkYCHy/cmpmZs8vUIUmSJEmSpOYq+2hn1PFZ27iyrgf+VLi+JCJ2fl2xEZsDPwEGVG89C1zU0aQRkYXP5Z2sXwzjNgeurYZla5tzFHAda74T7QedzC1JkiRJkqQ+oMyOtCnUviNtADAa2J3VAVICtwGld2JlZkbEx4HpVN49thnwx4i4ELgTWAHsC3wSGFcdtgI4ITOXrGXK7vpv4MPAqvDuHcAjEfED4C5gPjAGOAD4WKEGgL8C32tADZIkSZIkSWqiuoO0zPxgPeMi4gDgq8ChwPbAGZl5X711FOq5LyI+CFwNDAdGAf9e/bS3HDglM28su2517dci4u3AjcCu1dubAV/sYuifgSMzs/2BBZIkSZIkSepjevzUzsy8KzPfBlwMbA1MrT5y2Yi5fwnsBUwFVnbQ7ffAmzPz0kasWVj7KSoHCJwFPN1F91nA54D9M9NDBiRJkiRJktYBkdnI8wK6sXDEAOABYCfgV5n5jw2ef3NgErAFlUdLnwXuzszHG7lOB2sHsAuwNzCWyg65V4GXqLzL7ZGs8y9+4sSJee+99zaqVEmSJEmSpPVeRMzIzIld9SvzjrRSMnNF9R1i3wDeERFbZWZXO7m6M/9zVN7j1uOqIdnM6keSJEmSJEn9QI8/2tnOX6rfLcBberMQSZIkSZIkqTO9HaS1Ftpb9loVkiRJkiRJUhd6O0jbrdBe3mtVSJIkSZIkSV3otSAtIoYCnyrceqK3apEkSZIkSZK60itBWkTsDdwK7Fi9taR6LUmSJEmSJPVJdZ/aGREXdnPIIGAj4I3AttV7Wf3+dma+Wm8tkiRJkiRJUrPVHaQBJ7E6COuuKLSvA75cog5JkiRJkiSp6co+2hl1fgAeAD6Smcdk5sqSdUiSJEmSJElNVWZH2te72b8VWAjMAu7LzMdKrC1JkiRJkiT1qLqDtMw8s5GFSJIkSZIkSX1Zr5zaKUmSJEmSJK1rDNIkSZIkSZKkGhikSZIkSZIkSTUoc9gAEXEEMKp+xt/PAAAgAElEQVR6+cvMXNyNsfsC21Qvp2fmc2VqkSRJkiRJkpqp7iAtIsYDvwICuDczp3RzinHANUACFwOn1FuLJEmSJEmS1GxlHu18X2H8hd0dnJm/AmZRCeKOKVGHJEmSJEmS1HRlgrRDqt8J/LzOOX5W/d4oIvYqUYskSZIkSZLUVGWCtN2r349n5it1znFPob1biVokSZIkSZKkpioTpG1KZTfa8yXmKB4wMK7EPJIkSZIkSVJTlQnSyoxdm8ENnk+SJEmSJElqmDJh2BwqBwVsXWKOrQrtuSXmkSRJkiRJkpqqTJD29+r3+IjYoc453l5ozypRiyRJkiRJktRUZYK0Wwrts7s7OCJ2BN5fvWwF7ixRiyRJkiRJktRUZYK0a4AV1faxEXF6rQMjYlPgZ8AgKgcW/DwzXytRiyRJkiRJktRUdQdpmfkocAWV96QF8K2IuDYi9uhoTEQMiYiPA/cDO1VvL6OOHW2SJEmSJElSTxpYcvyngYnAG6vXRwNHR8TjwAzgJWApMBrYodp3GJXgDSq70U6shnKSJEmSJElSn1UqSMvMRRFxBHAt8BYqwVgA21U/7UW1D8AS4FOZeUWZGiRJkiRJkqSeUOYdaQBk5gvAIcBngeeqt6ODD1SCtJ8B+2Xm98uuL0mSJEmSJPWEso92ApCZK4D/iogLgIOBg4BdgI2ADYBXgBeAu4D/y8ynG7GuJEmSJEmS1FMaEqStkpnLgVurH0mSJEmSJKnfKP1opyRJkiRJkrQ+MEiTJEmSJEmSatDQRzsBImJrYG9gLLAh0JKZ32j0OpIkSZIkSVJPakiQFhFDgZOAU4Bt1tLldUFaRFwJbEHlFM/jMvP5RtQiSZIkSZIkNUPpRzsj4k3An4BvUQnRot2nI38GDql+jitbhyRJkiRJktRMpYK0iNiVygmdO7I6OHsGmAq82MXwy4Dl1fb7ytQhSZIkSZIkNVvdQVpEtADXAGOoBGgPA/+QmVtn5jup7DjrUGa+DNxRHbt3RGxYby2SJEmSJElSs5XZkfZBYHcq7zh7ADggM2/v5hy/L9TxxhK1SJIkSZIkSU1VJkh7T6F9cmYuqGOO+wvtHUrUIkmSJEmSJDVVmSBtYvX72cz8XZ1zzC20x5SoRZIkSZIkSWqqMkHaplQe63ysxBythfbgEvNIkiRJkiRJTVUmSFt14ubAEnNsVGjPKzGPJEmSJEmS1FRlgrQXqZy4uV2JOSYW2s+VmEeSJEmSJElqqjJB2ozq9xsiYq/uDo6IAI6pXiYwvUQtkiRJkiRJUlOVCdJ+VWh/rY7x/wbsSCVE+0NmvlyiFkmSJEmSJKmpygRpU4DHq+3DI+LCiBhQy8CIOA74duHWf5aoQ5IkSZIkSWq6uoO0zFwGfBJYWb11InB/RJwcETsCbaFaRIyMiO0j4l8i4lbgCiqndCZwQ2b+pu4/gSRJkiRJktQDypy4SWbeFBEnAZdQOXhgJ+B/2nUL4JW13AO4B/hwmRokSZIkSZKknlDm0U4AMvMHwFuBZ6gEZKs+UNlxlu3uR/XeD4DJmfla2RokSZIkSZKkZisdpAFk5u3AdsDxwP8Bi3h9qAbwLPBD4E2ZeUJmLm3E+pIkSZIkSVKzlXq0sygzlwM/An5UPXRgG2BjYDgwH3gxM59p1HqSJEmSJElST2pYkFaUmSuAx6ofSZIkSZIkaZ3XkEc7JUmSJEmSpP7OIE2SJEmSJEmqgUGaJEmSJEmSVINO35EWERf2UB2Zmaf00FqSJEmSJElSt3V12MBJQPZEIYBBmiRJkiRJkvqsWk7tjKZX0XNhnSRJkiRJklSXroK0r/dIFZIkSZIkSVIf12mQlpln9lQhkiRJkiRJUl/mqZ2SJEmSJElSDQzSJEmSJEmSpBoYpEmSJEmSJEk1qOXUzm6LiCHABGAMsAHwCjA7M59txnqSJEmSJElSszUsSIuITYFPAO8B9gAGrKXPbOBO4H8z8+ZGrS1JkiRJkiQ1W0Me7YyIzwJPAv8vsCeVgC7W8tkUOBq4MSLuiogdG7G+JEmSJEmS1GylgrSouBr4OjBk1e2uhlU/+wEzImL/MjVIkiRJkiRJPaHsjrRzgQ8UrhcDVwDvB3YGNgFGAVsABwNnAH+u9k1gOPDriNisZB2SJEmSJElSU9X9jrSI2A74DJVADOAm4GOZ+dxaur8KPA9MB74dEccCFwPDqBxI8FXgY/XWIkmSJEmSJDVbmR1pHwEGVdu3AEd1EKK9Tmb+BDiKSggXwIciYliJWiRJkiRJkqSmKhOkvb3Q/rfMXNGdwZl5O/CT6uUGwOQStUiSJEmSJElNVSZIG09lR9lDmflEnXP8st18kiRJkiRJUp9UJkgbU/1+scQcxbGjS8wjSZIkSZIkNVWZIG1e9fsNJeYYV2i/UmIeSZIkSZIkqanKBGmzqBwUsHNEbFvnHO9qN58kSZIkSZLUJ5UJ0m4qtL8XEd2aKyImAcdWL5cCt5eoRZIkSZIkSWqqMkHaj4Bl1fbhwM8iYlwn/dtExPuBX1fXT+D/y8zXStRSnHu/iLgwIh6MiFciYmFEPBwRV0TEWxuxRo11HBgR/xURMyLi+YhYFhELIuKBiLgyIv41IjxgQZIkSZIkaR0RmVn/4IivA2dQCcMAXgWmUAnJ7gfmAq3ASGBb4ADgn4G9qTwWCpV3o+2emc/VXUillmHAt4GTuuh6PXBCZr5cZr1O6tgWuBB4ew3dH8zM3bsz/8SJE/Pee++tqzZJkiRJkiS9XkTMyMyJXfUbWHKdM4HtgKOphGkjgY9WP7VYDLyrASHaAOBa4J2F268BM4HlwK7AqOr9o4HxEXFwo3bBFeo4kMojryMLt18FHgNeBoYD2wMbN3JdSZIkSZIkNV+ZRzvJzJXAMcAXWf2YZxS+O/vcB+yXmb8rU0PVf7BmiHYpsGVm7puZBwKbA18t/L4PcFED1m0TEXsCU1kdoj0MvBvYJDP3ysy3ZuYBmbkJsCOVnXyPNrIGSZIkSZIkNU+pRzvXmChiM+BEKuHRbsCAtXSbC9wJ/BD4dTZg8eq6jwHDqreuzMwPd9D3K1RCP6jsoNsrM//SgBoGAfcCb6zeugl4d2YuKTt3ez7aKXVswr//urdL6FFPnndkb5cgSZIkSf1CTz3a2SYznwe+DHy5+r6ybYDRwAbAfGB2Zj7VqPUKPs3qEO014LRO+n4F+AiwFZVdcZ+n8s62RtSwKkR7CnhvM0I0SZIkSZIk9Z6GBWlF1XePPdiMudfi6EJ7SmeHCGRma0RcBnypeuuoiBicma31Lh4RLcCphVtfzMxF9c4nSZIkSZKkvqnUO9J6W0TsCOxQuDW1hmE3Ftojgcklyzgc2LrafhX4acn5JEmSJEmS1Aet00Ea8KZ213+oYcyfgOIOtPZzdNfhhfZdjT4JVJIkSZIkSX3Duh6k7VJotwJPdzWg+hhnsd8uHfWt0X6F9l8BImJkRHwqIn4XES9FxJKIeCYibo6I0yJiZAdzSZIkSZIkqY9qyDvSImII8I/AJCrB1GgqBwBEjVNkZu5Wx9ITCu1nunEK6FPAdmuZox5vLLSfj4i3AD8Bxrfrt0X1cxhwVkR8PDN/XnJtSZIkSZIk9ZDSQVpEfBI4B9iw3imAWgOw9kYV2vO7MW5BoV337rCIGNRu/HbAfwAjqtdzgIep7PzbjdV/R5sA10fE8Zl5ZQ3rfAL4BMDWW2/dRW9JkiRJkiQ1Q6lHOyPiu8B/U9mBFnV+yhheaC/pxrjFhfaIDnt1rX14eFJ1vrnAB4BxmXlQZr4FGAucWFi7BbgkInbuapHMvDQzJ2bmxLFjx5YoV5IkSZIkSfWqe0daRBwJnMLq3WSvAjcAfwSeB3ripfuDCu3l3RhX7Du4xPpD1nJvKXBYZt5XvJmZy4BLI+Ip4DdUQsShwNnAsSVqkCRJkiRJUg8o82jnSYX2H4D3ZOZLJevprmJYt7ZQqyPFvq+WWH/RWu59t32IVpSZUyNiCpUdawDHRMSJmVmmDkmSJEmSJDVZmUc7961+rwCO6YUQDdYMwYZ2Y9ywDuYos/4qXb7zrF2fgcCBJWqQJEmSJElSDygTpG1E5bHOP2fmsw2qp7vmFNqbdWPcGwrtufUuXn1cs3hwwVLggRqGzmh3vd1ae0mSJEmSJKnPKBOkvVz9XtiIQur0SKG9cUQM67DnmrYqtB8uWcNDhfYrmbmyhjHtw7sxJWuQJEmSJElSk5UJ0mZQeWH+hMaUUpeZ7a737GpARGxB5QTNVR7qqG+NHiy0N6hxTPv3uS1eay9JkiRJkiT1GWWCtB9XvydExF6NKKYOdwNLCteTahhzULvrO0rWMK3Q3jAiNqphzDbtrl8sWYMkSZIkSZKarEyQdg3wOyq70i6MiO687L8hMnMR8NvCrWNrGFbsc39mPlGyjF8Cy6rtAA6rYczh7a7vKlmDJEmSJEmSmqzuIC0zEziayqON+wPTIuKNjSqsGy4rtN8YEe/qqGNE7A28o4OxdcnMV4DrCrfOiIgBndQwAji1cOuvmfn3snVIkiRJkiSpuQaWGZyZsyPiAOC/gX8F7ouIP1HZYfUi0NqNub5RZxnXA38C9q5eXxIRj2bmGocIRMTmwE+AVSHXs8BFHU0aEVm4vCIzj++khrOB9wGDgH2AiyLi5Mxc0W7OIdUati7cPreTeSVJkiRJktRHlArSqjak8p6y5VSCpL1ZHWp1R11BWmZmRHwcmA4MAzYD/hgRFwJ3AiuAfYFPAuOqw1YAJ2TmkrVMWU8Nj0fE54Dzq7dOAA6IiP+lsmOvhcpBCCcD2xaGXpWZUxpRgyRJkiRJkpqrVJAWEfsDvwFGV28llfeEdVd23aWTwZn3RcQHgauB4cAo4N+rn/aWA6dk5o1l1lxLDd+JiLHAmVT+DvYALuhkyLXAxxtZgyRJkiRJkpqn7iAtIrYGbgZGFm4vprID63ngtXKldU9m/rJ6eugFVF7mv7b3v/0eOC0z72lSDWdFxK3A16k84rk2jwFfAa6svmdOkiRJkiRJ64AyO9I+TyVESyqh2WeBH2Xm4kYUVo/MfBR4R/V9aJOALai8E+1Z4O7MfLwbc9Wzs47M/C0wMSJ2BCZSedR0APAScE9mPljPvJIkSZIkSepdZYK0IwrtD2bmr8sW0yiZ+RzQq+8ey8y/AX/rzRokSZIkSZLUOGt7/LFWW1DZjfZkXwrRJEmSJEmSpGYoE6QtqH7/vRGFSJIkSZIkSX1ZmSDtSSqnU27YmFIkSZIkSZKkvqtMkHZD9XuPiBjViGIkSZIkSZKkvqpMkPZ9YA4wCPhiY8qRJEmSJEmS+qa6g7TMnA18CFgGfCYiPtuwqiRJkiRJkqQ+ZmC9AyNiU+B+4L3A5cDXI+JDwA+Bu4AXgdZa58vMl+qtRZIkSZIkSWq2uoM04AUgC9cB7AVcUMdcWbIWSZIkSZIkqakaEV4FlSCsfagmSZIkSZIk9Rtlg7Ro9y1JkiRJkiT1S2WCtKENq0KSJEmSJEnq4+oO0jJzaSMLkSRJkiRJkvqylt4uQJIkSZIkSVoXGKRJkiRJkiRJNTBIkyRJkiRJkmpgkCZJkiRJkiTVwCBNkiRJkiRJqoFBmiRJkiRJklQDgzRJkiRJkiSpBgZpkiRJkiRJUg0M0iRJkiRJkqQaGKRJkiRJkiRJNTBIkyRJkiRJkmowsLMfI+IT1eZTmTm1B+qRJEmSJEmS+qROgzTgYiCBm4A1grSIuLDafDAzv9eE2iRJkiRJkqQ+o8yjnScBJwJHNqgWSZIkSZIkqc/qKkjLHqlCkiRJkiRJ6uO6CtJerX6PbnYhkiRJkiRJUl/WVZA2CwjgTRGxUQ/UI0mSJEmSJPVJXR02cCewOzAEuDsiLgWeBlYU+rwhIo4pW0hmTik7hyRJkiRJktQsXQVpFwIfr/bbBvjPdr8H8Cbg6pJ1JGCQJkmSJEmSpD6r00c7M/NBKidzLqcSmhU/q7S/X+9HkiRJkiRJ6rO62pFGZl4eEbcCHwb2ATYGBgH7U9lJtgB4uJlFSpIkSZIkSb2tyyANIDOfAr5avBcRK6vNP2TmOxtdmCRJkiRJktSXdHVqpyRJkiRJkiRq3JHWgbupPNr5UINqkSRJkiRJkvqsuoO0zDygkYVIkiRJkiRJfZmPdkqSJEmSJEk1KPNo51pFxChgP2B7YAywAfAKMBv4U2b6KKgkSZIkSZLWOQ0L0iLin4BTgUOA6KTfHOAHwP9k5nONWl+SJEmSJElqptKPdkbEJhHxS+B64B+qc8ZaPlS/xwKfBx6MiGPLri9JkiRJkiT1hFI70iJiI+BWYDdevwvtBWAO0AqMBLam8pjnKhsCP4qIUZl5UZk6JEmSJEmSpGYruyPth8Duhev7gH8FNs3MzTPzjZk5MTN3AkYA+wIXAEuBpBK+fTci9i5ZhyRJkiRJktRUdQdpEXEQ8I9UAjGAs4GJmXlFZs5p3z8zV2TmjMw8DdgD+Ft1bAvwjXrrkCRJkiRJknpCmR1pHyy0z8/MczMzO+xdkJmPA4cBC6q3DomIcSVqkSRJkiRJkpqqTJA2ufrdCnylu4Mz8xngkuplAAeVqEWSJEmSJElqqjJB2mZUHs28PzPn1znHHYX25iVqkSRJkiRJkpqqzKmdw6rfr5aYY1GhPbTEPJIkqawvb9jbFfScL9f7/wAlSZK0PiuzI202lUcytysxR3Hs6w4okCRJkiRJkvqKMkHaw9XvLSNicqc9O/YvhfZDJWqRJEmSJEmSmqpMkPabQvt/I2LT7gyOiE+z+sCCl4E/lKhFkiRJkiRJaqoyQdplrH4cc3vgroh4R1eDImKjiPge8F/VWwlckJlZohZJkiRJkiSpqeo+bCAz50fE6cCVVMKwCcCvIuJxKrvV7gfmAq3ASGBb4ADgcGAwlferATwIfLPeOiRJkiRJkqSeUObUTjLzJ9VHOlcFYUFld9qpnQwLKsEbwCPA2zNzSZk6JEmSJEmSpGYr82gnAJl5PnAIMLNwO1i946x4vepeK3ABsHdmPl+2BkmSJEmSJKnZSu1IWyUzpwN7VE/vfA+wP5WdaRtW11gEzAb+BNwB/CQz5zZibUmSJEmSJKknNCRIWyUzbwduL96LiJbMXNnIdSRJkiRJkqSeVvrRzq4YokmSJEmSJKk/aHqQJkmSJEmSJPUHBmmSJEmSJElSDQzSJEmSJEmSpBoYpEmSJOn/Z+++wyypysSPf18HBhgYQIIkERCQoJJEQEVBMGFaZV3FVZAVMLuy6ipGBrO4rsruT4RVgVUMuEaWBQMGQAQkqLACqyKK5JyGYZjh/f1R1faZS9/uul339u3w/TxPPX2q7qlTb1dXh/v2CZIkSWrARJokSZIkSZLUgIk0SZIkSZIkqQETaZIkSZIkSVIDJtIkSZIkSZKkBkykSZIkSZIkSQ2YSJMkSZIkSZIaMJEmSZIkSZIkNWAiTZIkSZIkSWrARJokSZIkSZLUgIk0SZIkSZIkqYGV+tFIRGwMvBJ4CrAd8HBgARANm8jMXL0fsUiSJEmSJEmD0CqRFhEBfAD4Z2Dl8qUem8o2cUiSJEmSJEmD1rZH2heBg+g9cSZJkiRJkiTNKJNOpEXEs4FXMdqb7BbgBOAc4C/A4tbRTVJE7AYcDOwFbALMA64Fzgf+MzPPHEJMxwOHlccy0wSkJEmSJEnSDNGmR9qhRfkXwPMy846W8bQSEQuATwKvG+PlbertoIj4FnBYZt42RXHtzYr3S5IkSZIkSTNMm0TaHvXHBF4xDZJo84BvAM8tDi8GfgssA7YH1qyP7w9sFhFPy8yB9pyLiFWB43H4qyRJkiRJ0oz2sBbnrkeVRLs0M6/uTzitHMmKSbTjgUdm5hMz80nAxsCHitefABw7RXFtXZd/NAXXkyRJkiRJ0gC0SaSN9EC7tR+BtBERGwFvKw59KTNfm5m3jxzIzHsz832smEw7MCJ2HGBcOwJvr3d/BJw8qGtJkiRJkiRpsNok0q6iGq74iD7F0sZbgAV1eTFw+Dh1PwhcU5cDeOcgAqqHmn6eavjsEuD1g7iOJEmSJEmSpkabRNop9cftI2LDfgTTwv5F+ZTxFhHIzKVUq4uOeH5EzB9ATIcDu9blD2fm7wdwDUmSJEmSJE2RNom0E6h6dgVwVH/C6V1EPIbROcgAzmhw2ulFeSGwV59j2gL4QL17OXB0P9uXJEmSJEnS1Jt0Ii0z7wJeBtwHHBoRiyJiGCtTds5x9osG51wMLB2njbaOoxpqmsBr615wkiRJkiRJmsFWmuyJEfEIqnnS9qeaRP99wP4R8XngXOAGVkxWjSszb5pkKNsV5aWMzn823rWWRsQ1wJZjtNFKRLwKeGa9+8XMPLtfbUuSJEmSJGl4Jp1Io0qUZbEfwOOAT02irWwRy+ZF+S+Zmd0qdvgzo4m0zcep11hErA98st69GXhHP9qVJEmSJEnS8LVJpI0IqkRYZ1JtqqxZlO/s4by7ivLCPsVyDLBuXX7reIseSJIkSZIkaWZps9gAjCbMomObSqsX5SU9nHdfUV6jbRAR8TzggHr3R5n55bZtFm2/JiIujIgLb7755n41K0mSJEmSpB606ZG2Wt+iaGflorysh/PKuvPbBBARawDH1rtLgNe3aa9TZh4PHA+w6667Nh26KkmSJEmSpD6adCItM+/vZyAtLC7Kq/ZwXln3npYxfBTYtC5/ODN/37I9SZIkSZIkTTNth3ZOB2USrJdecgu6tNGTiNgDeEO9ezlw9GTbkiRJkiRJ0vQ1GxJptxTljXo4b8OifGuL63+a6j4m8NrMXNqiLUmSJEmSJE1T/Vi1c9iuLMrrRsSCzFzctfaoTYvyFS2uP5KQC+CsiOZrLUREOd/ZdzPzRS3ikCRJkiRJ0gD1NZEWEZsBLwR2B7YCHg6sAtwB3AxcDJwFnJ6ZD/bpsr/t2N8JOHeCODcB1i8OXd6nWCRJkiRJkjRL9SWRFhGbA58Cns9Dh4sGo72/9gHeDlwXER/NzM/24fIXUK2UObJ4wJ5MkEgDntqxf1aL698GrNGw7ioddcshpXe1iEGSJM0Amx9x2rBDmFJXf+x5ww5BkiSpr1on0iLiRcBJVAmioJorrHN8Y+f+JsC/RcTfAC9uOBRzTJl5b0ScCYz8pfYKJp7w/xVF+dLMvKrF9XdpWjciDgZOKM5db7LXlSRJkiRJ0tRqlUiLiH2BrwHzqRJoAIuBnwKXUi0EsBRYCGxJNeTzsSOnA88AvhMRz2k51PMERhNpO0TECzLz1C4x7wLs13GuJEmSJEmSNK5JJ9IiYhXgPxhNot0NLAKOH6+HWUTsRNVj7BlUybR9gdcAn5tsLMC3qOZfG+kddlxE/C4zV1hEICI2Bk4G5tWHrgWOHSfWcjGAkzLz4BYxSpIkSZIkaQbrnM+sFwcCm1Ml0W4CnpyZn55omGZm/ioznwUcUx8K4D0t4iAzEziUqjccwEbA+RHx0Yh4bkQ8OyLeS5Vs27ausxw4LDOXtLm2JEmSJEmS5oY2ibQXFOU3ZGbn6pkTeStwSV3eOCJ2bhELmXkJcABwb31oTeAI4DTgDOCDwAb1a8vqmE9vc01JkiRJkiTNHW0SaTvUH2/KzG/3enI9J9rni0M7tohlpM1TgZ2pEmfd5lw7l6r33PFtrydJkiRJkqS5o81iAxtQDeu8skUb5Rxm67do568y83fAfvV8aHtSrRA6j2o+tAsy8w89tNW52mjb2E4ETuxnm5IkSZIkSZoabRJpS4FVgFVbtDG/KC9r0c5DZOZ1wCn9bFOSJEmSJElzV5uhnTdSLRTw2IhYbZJt7FaUb2gRiyRJkiRJkjRQbRJp59YfFwBv7vXkiFgLeN0Y7UmSJEmSJEnTTptE2n8V5Q9ExMuanhgRC4FvAxtRzbN2SWb+qUUskiRJkiRJ0kBNOpGWmadR9SILqrnOvhIRX4+Ip3Q7JyLWiYg3Ui0ysFfx0rsnG4ckSZIkSZI0FdosNgBwEHAO1QqeAbwEeElE3AVcBtxKtSjBQuDRwJZ1vaDqiQbwr5n5g5ZxSJIkSZIkSQPVKpGWmVdFxL5Uq2M+tj4cwFrAk8c4pUygPQh8JDOPbBODJEmSJEmSNBXazJEGQGZeDjwBeAdwdfFSjLEBLAe+BexhEk2SJEmSJEkzRduhnQBk5lLgXyLik8COwO7AVsDawCrAncDNwMXAuZl5Wz+uK0mSJEmSJE2VviTSRmRmAr+qN0mSJEmSJGnWaD20U5IkSZIkSZoLTKRJkiRJkiRJDZhIkyRJkiRJkhoYd460iNit3M/MC7q91lbZtiRJkiRJkjTdTLTYwHlA1uXsqF++1lZn25IkSZIkSdK00jR5FZN8TZIkSZIkSZoVJkqk3UT3XmfjvSZJkiRJkiTNKuMm0jJzw8m8JkmSJEmSJM02rtopSZIkSZIkNWAiTZIkSZIkSWrARJokSZIkSZLUwKQTaRGxuN6+3aKNr9dt3DvZNiRJkiRJkqSpMNGqneNZlWrVzlVatDG/aEeSJEmSJEmathzaKUmSJEmSJDUw7ETayPWXDzUKSZIkSZIkaQLDTqRtWH+8e6hRSJIkSZIkSRMYWiItIrYCdqaaH+2Pw4pDkiRJkiRJaqLRYgMR8Y5xXt5igtdXaApYDdgKeF59/QTOaXi+JEmSJEmSNBRNV+38GGOvrBnAY4CPtohhKXBsi/MlSZIkSZKkgWuaSIMqadbL8SZuAw7LzCtbtCFJkiRJkiQNXNNE2ik8tEfay+pjNwBnNWznQeDe+pyLgTMyc0nDcyVJkiRJkqShaZRIy8wDOo9FxMvq4q8z8+V9jUqSJEmSJEmaZtqu2tlmWKckSZIkSZI0Y/QyR1qn1eqPy/sRiCRJkiRJkjSdTTqRlpn39zMQSZIkSZIkaTprO7RTkiRJkiRJmhMm3SMtIuYBZwNrU63EuVdmLu7h/DcDr693P5iZX51sLIR631wAACAASURBVJI0Jy1aa9gRTJ1Fdw47AkmSJElq1SNtP2APYBvgnF6SaLVTgK3q89/cIg5JkiRJkiRp4Nok0p5blL/c68mZeSPwA6qVP3eLiPVaxCJJkiRJkiQNVJtE2q71x7sz86JJtvHj+mMU7UmSJEmSJEnTTptE2pZAAle2aOPyovzoFu1IkiRJkiRJA9Umkbaw/nhXizbKc+fQrNmSJEmSJEmaadok0u6uP67doo3y3CUt2pEkSZIkSZIGqk0i7Saquc22i4hVJtnGLh3tSZIkSZIkSdNSm0Ta+fXH1YCX9HpyRDwM+Pvi0GQXLJAkSZIkSZIGrk0i7X+K8kcjYoMez38XsA3VggV/zMwrWsQiSZIkSZIkDVSbRNo3gd/X5UcCP4mIHSc6KSLmRcRRwAeKw0e3iEOSJEmSJEkauJUme2JmLo+ItwCn1oe2BX4ZEadSJdkuopr37H6qRQW2Bp4G/AOwGdX8agmcB3x+snFIkiRJkiRJU2HSiTSAzDw9Ig4HPkOVFFsJeFG9dTOSQAO4EnhhZj7YJg5JkiRJkiRp0NoM7QQgM/8deD5wc30oio9jbSOvnQzslpm3to1BkiRJkiRJGrTWiTSoeqYBmwNvAs4Blnapeg3wBWCnzDwwM+/px/UlSZIkSZKkQWs1tLOUmUuAzwKfjYj5wKOBdYBVgDuAGzLz+n5dT5IkSZIkSZpKfUuklTJzKXDFINqWJEmSJEmShqEvQzslSZIkSZKk2c5EmiRJkiRJktSAiTRJkiRJkiSpgb7NkRYRawD7ArsBmwBrUS000ERm5vP6FYskSZIkSZLUb60TaRGxKvAh4DBgjck0AWTbOCRJkiRJkqRBapVIi4h1gJ8B21MlxJoYSZo1rS9JkiRJkiQNXdseaV8BHluXlwPfBs4DXk2VXEvgDcBC4JHAk4Fd6/oJnASc3zIGSZIkSZIkaeAmnUiLiL2AZ1ElxO4BnpuZP69feyZVIo3MPK7jvMcBxwB7A38PnJWZJ042DkmSJEmSJGkqtFm184Ci/P6RJNpEMvMyqkUJvgTMB46LiD1axCFJkiRJkiQNXJtE2pPrjw8AX+jlxMxM4DXAH4GVgc+0iEOSJEmSJEkauDaJtI2phnVekZn3dLz211U4I2L+WCdn5v3A5+vdXSPiMS1ikSRJkiRJkgaqTSJtrfrjzWO8dl9RXnOcNi4uyru0iEWSJEmSJEkaqDaJtMX1x5XHeO3OorxpgzYANmoRiyRJkiRJkjRQbRJp1wEBrDvGa78vyk8cp40ti/K8FrFIkiRJkiRJA9Umkfbb+uPWEdGZBLuwKB84ThuHFOW/tIhFkiRJkiRJGqg2ibSz648rA7t3vPZj4Ja6/OSIODoi/joENCIWRMSxwFPqQ8uBn7SIRZIkSZIkSRqoNom07xflF5cvZOYy4GiqoZ8AbwNujIifRcTPgOuB14xUB07OzBtbxCJJkiRJkiQN1KQTaZl5BXApVbLsHyJitY4qnwJOYzSZtjawZ70tLOpdCvzjZOOQJEmSJEmSpkKbHmkAO1EN7dwgM+8rX8jM5VQ91RYBd9eHg9HE2gPA54A9M/NuJEmSJEmSpGlspTYnZ2ZSzW/W7fVlwAci4iPAHsCjqBJv1wO/MIEmSZIkSZKkmaJVIq2pOqF2zlRcS5IkSZIkSRqESSfSIuI1xe73MvOGPsQjSZIkSZIkTUtteqR9jmrFzbuBk/oTjiRJkiRJkjQ9tVlsYEn98YrMvL8fwUiSJEmSJEnTVZseadcDmwP3TVBvSkXEbsDBwF7AJsA84FrgfOA/M/PMAV13B2Bf4EnA44CNgdWBu4rrfxP4fr1IgyRJkiRJkmaQNom03wJbUCXThi4iFgCfBF43xsvb1NtBEfEt4LDMvK1P131Hfc0tulRZp94eDxwK/CYiDs7MS/pxfUmSJEmSJE2NNkM7v1p/fFRE7NKPYCYrIuYB32DFJNpi4ELgPKpeYSP2B35QJ9764SAemkS7HbgE+DHwa2BZ8doOwLkRsU+fri9JkiRJkqQp0CaR9l9USaIA/j0iVu1PSJNyJPDcYv944JGZ+cTMfBLVMMsPFa8/ATi2zzH8GfgAsBOwbmbukpn7ZuZOwIbAJ6gWZwBYFfhWRGzQ5xgkSZIkSZI0IJNOpGXmUuBlVPN/7Q6cGRHb9yuwpiJiI+BtxaEvZeZrM/P2kQOZeW9mvo8Vk2kHRsSOfQjhSuBAYIvMPDIzf905B1pm3pqZ7wBeXxxeC3hXH64vSZIkSZKkKTDpOdIi4qV18WiqBNUewKUR8QvgHOAPwN3Ag03ay8xTJhnKW4CRYZqLgcPHqftB4FXAplQ96d4J/P0krwtAZv5tD3WPi4iDqe4VVMNMx4tXkiRJkiRJ00SbxQa+xuhQxRFBtWrlk3psK4HJJtL2L8qnjLeIQGYujYgTgPfXh54fEfPr3nVT5VRGE2mbRsTqmXnvFF5fkiRJkiRJk9BmjjSoEmflNtaxplvvF494DLB1ceiMBqedXpQXAntN5tot3Nqxv+YUX1+SJEmSJEmT0KZH2gU8tEfaVOuc4+wXDc65GFgKzC/a+GE/g5rAZkU5gVum8NqSJEmSJEmapEkn0jJzj4lrDdx2RXkpcM1EJ9TDO68Bthyjjanw4qJ8UWY+MMXXlyRJkiRJ0iS0Hdo5bJsX5b90rpY5jj93aWOgIuLFwLbFoZOn6tqSJEmSJElqZ6Yn0sr5xe7s4by7ivLCPsUyrohYH/h/xaFrgM81PPc1EXFhRFx48803DyQ+SZIkSZIkjW+mJ9JWL8pLejjvvqK8Rp9i6SoiVqJa5XSj+lACh2Rmo5gz8/jM3DUzd11//fUHFaYkSZIkSZLGMeEcaREx0uvrgcy8b9zKU2/lorysh/PKuvO71uqf44B9iv2PZ+ZULnAgSZIkSZKklpr0SLsDuB34rwHHMhmLi/KqPZxX1r2nT7GMKSI+Aby6OPRV4D2DvKYkSZIkSZL6r5ehnTFhhYjb6u3rLWLqRZkEW62H8xZ0aaOvImIR8Pbi0HeBgzLzwUFdU5IkSZIkSYMx4dDOHq1NNf/XlEzgD9xSlDfqWuuhNizKt/YplhVExDuAI4tD3wdempm9DEGVJEmauRatNewIptaiXta+kiRJM9FMX2zgyqK8bkQs6FpzRZsW5Sv6GA8AEfGPwMeLQz8BXpyZS/t9LUmSJEmSJE2NmZ5I+23H/k4TnRARmwDl0peX9zOgiHgN8Jni0M+BF0zDhRokSZIkSZLUg5meSLsAWFLs79ngnKd27J/Vr2Ai4lXA54pDFwDPzcx7+3UNSZIkSZIkDceMTqTVCaozi0OvaHBaWefSzLyqH7FExMuALzK6KMMlwLMz865+tC9JkiRJkqThmtGJtNoJRXmHiHhBt4oRsQuwX5dzJy0iXgR8mdH7+RvgmZl5Rz/alyRJkiRJ0vDNhkTat4CLi/3jImLbzkoRsTFwMjCvPnQtcGy3RiMii+3Eceo9G/g6oyug/hZ4RmYOZDVQSZIkSZIkDcdKE1eZ3jIzI+JQ4BxgAbARcH5EfBY4G1gOPBF4E7BBfdpy4LDMXDJGk736NjC/2F8CfCkiulR/iHdk5m/6EIckSZIkSZIGaMYn0gAy85KIOAD4KrA6sCZwRL11Wga8MTNP79PlV+vY36XH8z/WpzgkSZIkSZI0QL0k0vaKiKYT8/dSF6qOZVv2UH+sBk6NiJ2BY4BnMfaw1XOBwzPzl22uJUmSJEmSpLmnl0TaqsDmE9TJHuqO1I/ivFYy83fAfvV8aHsCm1DNiXYtcEFm/qGHthqNzWxaT5IkSZIkSTNb00Ra02RRr0mlgSShMvM64JRBtC1JkiRJkqS5qUki7aSBRyFJkiRJkiRNcxMm0jLzH6YiEEmSJEmSJGk6G2tCfkmSJEmSJEkdTKRJkiRJkiRJDZhIkyRJkiRJkhowkSZJkiRJkiQ1YCJNkiRJkiRJasBEmiRJkiRJktSAiTRJkiRJkiSpARNpkiRJkiRJUgMm0iRJkiRJkqQGTKRJkiRJkiRJDZhIkyRJkiRJkhowkSZJkiRJkiQ1YCJNkiRJkiRJasBEmiRJkiRJktSAiTRJkiRJkiSpARNpkiRJkiRJUgMm0iRJkiRJkqQGTKRJkiRJkiRJDZhIkyRJkiRJkhowkSZJkiRJkiQ1YCJNkiRJkiRJasBEmiRJkiRJktSAiTRJkiRJkiSpARNpkiRJkiRJUgMm0iRJkiRJkqQGTKRJkiRJkiRJDZhIkyRJkiRJkhowkSZJkiRJkiQ1YCJNkiRJkiRJasBEmiRJkiRJktSAiTRJkiRJkiSpARNpkiRJkiRJUgMm0iRJkiRJkqQGTKRJkiRJkiRJDZhIkyRJkiRJkhowkSZJkiRJkiQ1YCJNkiRJkiRJasBEmiRJkiRJktSAiTRJkiRJkiSpARNpkiRJkiRJUgMm0iRJkiRJkqQGTKRJkiRJkiRJDZhIkyRJkiRJkhowkSZJkiRJkiQ1YCJNkiRJkiRJasBEmiRJkiRJktSAiTRJkiRJkiSpARNpkiRJkiRJUgMm0iRJkiRJkqQGTKRJkiRJkiRJDZhIkyRJkiRJkhowkSZJkiRJkiQ1YCJNkiRJkiRJasBEmiRJkiRJktSAiTRJkiRJkiSpARNpkiRJkiRJUgMm0iRJkiRJkqQGTKRJkiRJkiRJDZhIkyRJkiRJkhowkSZJkiRJkiQ1YCJNkiRJkiRJasBEmiRJkiRJktSAiTRJkiRJkiSpARNpkiRJkiRJUgMm0iRJkiRJkqQGTKRJkiRJkiRJDZhIkyRJkiRJkhowkSZJkiRJkiQ1YCJNkiRJkiRJasBEmiRJkiRJktSAiTRJkiRJkiSpARNpkiRJkiRJUgMm0iRJkiRJkqQGZmUiLSJ2i4jPRsT/RsQdEXF3RFwRESdFxL5TcP1HRMTbIuKciLguIpZExJ8j4syIeG1ErDnoGCRJkiRJktRfKw07gH6KiAXAJ4HXjfHyNvV2UER8CzgsM28bQAx/CxwPrNPx0qb1tg/w7og4MDPP6vf1JUmSJEmSNBizpkdaRMwDvsGKSbTFwIXAecBdxfH9gR/Uibd+xvBy4L9YMYl2JfAz4E/FsUcBP4yIp/bz+pIkSZIkSRqc2dQj7UjgucX+8cARmXk7QESsDhwBvLd+/QnAscCr+nHxiNge+GJx6ErgFZl5UVHnmcCXgA2A+cC3I2K7zLy5HzFoGlu01rAjmFqL7hx2BJIkaTbybypJ0pDNih5pEbER8Lbi0Jcy87UjSTSAzLw3M98HfKiod2BE7NinMD4MrFqXbwH2KpNodQw/BPYF7q8PrQu8q0/XlyRJkiRJ0gDNikQa8BZgZJjmYuDwcep+ELimLgfwzrYXj4htgRcVh96bmTeOVTcz/xf4dHHo9RExx/61JkmSJEmSNPPMlkTa/kX5lPEWEcjMpcAJxaHnR8T8Pl7/HuDkCeofX5RXZcUhqZIkSZIkSZqGZnwiLSIeA2xdHDqjwWmnF+WFwF4tw3h+UT4nM+8Zr3JmXkU1h9pY50uSJEmSJGkamvGJNKBzjrNfNDjnYmDpOG00FhEB7NDj9Tvr9WueNkmSJEmSJA3IbEikbVeUlzI6/1lX9fDOst523eo2sCmwerH/h4bnlfW2joh5LWKQJEmSJEnSgM2GRNrmRfkvmZkNz/tzlzbaXL+z3abXnw9s3CIGSZIkSZIkDdhKww6gD9Ysynf2cN5dRXlhn67fSwx3dey3iUGSJEmS1KtFaw07gqm1qJe3zJLGMhsSaeWwyiU9nHdfUV6jT9fvJYb7Ova7xhARrwFeU+/eExFXdquraWs94JZhBzFljophRzAnxFx6rnymporPlPpqTv2cAp+rqeEzpX7zmdIgzK3navbYrEml2ZBIW7koL+vhvLLu/D5dv5cYOut1jSEzjweO7yUoTS8RcWFm7jrsODS7+Fyp33ym1G8+U+o3nyn1m8+UBsHnanabDXOkLS7Kq/ZwXln3nj5dv5cYOuu1iUGSJEmSJEkDNhsSaWUCarUezlvQpY021+8lhgUd+ybSJEmSJEmSprHZkEgrxx1v1MN5GxblW/t0/V5i2LBjv00Mmv4cmqtB8LlSv/lMqd98ptRvPlPqN58pDYLP1Sw2GxJp5cT760ZEZ0+vbjYtyle0uP7/AVnsP2oS178pM29vEYOmuXqeO6mvfK7Ubz5T6jefKfWbz5T6zWdKg+BzNbvNhkTabzv2d5rohIjYBFi/OHT5ZC+emfcA1/Ry/drO/bi+JEmSJEmSpsZsSKRdACwp9vdscM5TO/bPahlDef6E14+IlYHd+3h9SZIkSZIkDdiMT6Rl5r3AmcWhVzQ4raxzaWZe1TKM7xbl7SJi5641Ky8EFhb732l5fUmzWESsHxH7RcT7I+J7EXF9RGSxHTzsGDVzRMSCiHh2RHw8In4YEddExH31dl1E/DgijoqILYYdqySNJSIeHhE3dPwuPHHYcUmS5oaVhh1An5wAPK8u7xARL8jMU8eqGBG7APt1nNvW/wA3AY+o998L/G2X688DjigO/SYzL+5DDJpGImI34GBgL2ATYB5wLXA+8J+ZeWb3s6VKRGwInAdsNuxYNPNFxAbAZ4DnA6t3qbZRvT0deG9E/Afw9noaA2lMETEfeCKwB7AjsA3VnLFrU/2teSfVNBi/BL4B/Cgzc+zWpEb+Fdhg2EFo5oiIvYGfTOLUl2fm1/ocjmapiFgd+Btgf+CxwMbAasDtwO+Bn1M9h2f7t9XMFrPh75iICOBCYJf60PXAPpl5RUe9jal6r21bH7oW2Cozy6GhZf3y5pyUmQePE8M/Ur1BGXF4Zn6mo04AnwLeUhx+Ybekn2aeerGLTwKvm6Dqt4DDMvO2wUelmSoiNgf+2KDqP2TmiQMNRjNeROxKlcjodDXV782lwBY8dNGcC4F9M/OugQaoGatOuB7awykXAYdk5q8HFJJmsYjYF/jRGC+N+7e65jYTaRq0iPg7qnzARg2q/3Nm/suAQ9IAzYoeaZmZEXEocA6wgOrhPT8iPgucDSyn+k/pmxj979VyqkTGmEm0STiWqhfa0+r9T9e/6L8C3ABsTvVH5lOKc75iEm32qHsbfgN4bnF4MdWCGMuA7YE16+P7A5tFxNMyc/GUBqqZ6maqN58XUiVDvjt+damrBH5G1SP7+5l5Y/linXD7N6reRQC7Ui3hfsBUBqkZJTr27wauovoPPFR/l23N6JQiTwDOjojnZOa5UxOiZoOIWA04rt69meqfADsMLyLNUEuofg82cf0gA9HsEBGfAN7ecfhaqt7Y9wHrUfXWnj/FoWlAZkUiDSAzL4mIA4CvUg1ZWZNqCOURY1RfBrwxM0/v4/UfiIj9qf5DNrJy5wvqbSw/AF7dr+trWjiSFZNoxwNHZObt8NeuvkdQDf2F6o3EscCrpjJIzSi3AX8H/DIz/1S+UHVwlXryIFVv2CMz87JulTLzwojYi+r31F714ZdFxMcy81dTEKdmnnuBbwP/DZyVmb/vrBARj6Dqkf9OqukOFgJfiYjH1vPdSk18ANiyLr+V3npCSiNuzMznDDsIzQ4RcRQrJtFOBj6amf/bUW9lqoUJDwAc1jnDzYqhnaWI2Bo4BngWYy+mcC7VsMuxhrd0ttV4aGdxznyqhMrrgYePUeV64BPAp50fZPaIiI2oxr0vqA99KTMP6lL3g4wm0xLY2eEt6lXHzyeHdqrvImIboJwi4YOZ+f5hxaPZoR5B8B/FIX9+qZF6nuMLqBKxP8rMZ0bETxlN+Du0U111DO38U2ZuPrxoNFtExB5U8549jOp93aGZ+cXhRqWpMGt6pI3IzN8B+9Xzoe3JihO9X5CZf+ihrZ67fGTmUuA9dWZ6b6r5Ztah6n7+O+CczFzea7ua9t7CaBJtMXD4OHU/SNULbVOq4TDvBP5+oNFJUo8y88qI+B3VkDyA7YYZj2aHzPx8RBzBaK+ipwMnDi8izQQRsRLweaq/6ZdQ/cNakoamnv/8PxjtvPOvJtHmjlmXSBuRmdcBpwzx+kuphsVobti/KJ8y3iICmbk0Ik4ARnp2PD8i5tfPjCRNJ7cymkhbc7yKUg8uZjSRtuEwA9GM8TZg57r84bGGD0vSFNsXeFxdvgtYNLxQNNXGGvooqQcR8RhG32gCnNHgtHJ+voWMDkuQpOlks6J809Ci0GxT/iPX1WA1rojYimraFIDLgaOHGI4kjSjnaPxmZjrv2RxiIk1qb8eO/V80OOdioOyB1tmGJA1VPe9HuYT7ecOKRbNHPdnyk4pDrtqpiRwHrEY1/9Br7cEvaZp4ZlE+c2hRaChMpEntlfMGLaVa5nhc9R+BZT3nHpI03byrKC+hWvFTauvDjA7nvAU4aYixaJqLiEOAferdL2bm2cOMR7PG2hHx9Yi4KiIWR8Q9EfGniDg9It5ZLyImdVX3lF2nOPSb+vjjIuKYiLi8fq7uioj/i4gTImK/4USrQZi1c6RJU2jzovyXHlZj/TOjc8RsPk49SZpSEfEK4IXFoX/LzOuHFY9mrnqS+PWB3YE3MPof/PuAl483p6jmtojYgGqle6gW7XrHEMPR7LIW8NKOY6sDjwKeAxwVEf8OvNsekOpih479GyLiSOC9PDTHspBqGqCDI+Is4AD/ppr5TKRJ7ZUTcN/Zw3nlvDAL+xSLJLUSEY+nGko14krgqCGFoxkoIpYAq3R5OakWY3pbZv7v1EWlGejfgYfX5beadFWf/Rn4C1WP63WA7YH59WurUC1w8eSIeGZm3jucEDWNrdux/w7g7cX+FcD1VM/W4xkdCfg04PyI2N1k2szm0E6pvdWL8pIezruvKK/Rp1gkadIi4pHAaYz+XLuP6j+nvolQv/yUKkHy2yHHoWksIl4IvKTe/VFmfnmY8WhWeJBqHqsDgfUzc7PMfEpm7puZO1P1UjuIKsE24kmAz57GslbH/kgS7SfAtpm5XWbuk5k7AY8Evl7U3RQ4eQpi1ADZI01qb+WivKyH88q687vWkqQpEBHrUfUU2rQ+tAx4WWb+anhRaYb6ASv27NgQeAzVP3CfXm/nRcQBmfmn4YSo6Soi1gQ+W+8uAV4/xHA0S2TmWcAzxnl9CfCliDgN+BGwc/3SiyLiOZl5xhSEqZlj1TGOnQM8p3M4cGZeHxEvB5YDf18ffnrd2/GHA45TA2KPNKm9xUV5rB+q3ZR1XS5Z0tBExNpUyY+RhU8eBA7MzFOHF5Vmqsx8YWY+p96enpnbAY+gWsBi5HfmHsBZEfGIoQWq6erjwCZ1+cOZ+fthBqO5pR5C/GLg/uLwW4YUjqavsXrqv77bnHr1HNpvZsURSa8eRGCaGibSpPbKJNhqPZy3oEsbkjRlImIhcAaj/31P4JDM/NrwotJsk5m3ZubHqOaHGfmd9yjgk8OLStNNRGwPvLbevRw4eojhaI6qe8qWvwP3iohu8z5qbup873ZJZl423gl1kva04tDT+h6VpoyJNKm9W4pyL8tlb1iUb+1TLJLUWESsTvVH3e7F4Tdk5onDiUizXWZeBHykOHRARKwzrHg07TwCiLq8HXB/RGS3DdirOPdVHa+/aMqj12zyk6K8GqPTHkiw4vs/gIsanlfW2zgiehnNpGnERJrU3pVFed2IWNC15orKX8hX9DEeSZpQ/cfb94CnFof/KTM/N6SQNHecUpRXAnYdViCS1EXniorrDSUKTVeXd+w37RTRWe/hY9bStOdiA1J7nSuP7QScO94JEbEJsH5xqPOHsSQNTETMB74N7FMcPiIzPz2kkDS3XNOx7xtUjXiA3nrpr8Xo+5n7WXG41f0PrS411vmP8fvGrKW56vfAUlZcWKeJzh5oPlczlIk0qb0LqFaVGvnBuCcTJNJYsQcIwFn9DkqSxhIRK1Etw/6c4vCRmfnxIYWkuWetjv07hhKFpp3M/Dk9JFYj4qeMDu/8WmYePICwNDdt37F/41Ci0LSUmcsi4hxG/yH56IanblGU789Mf//NUA7tlFrKzHuBM4tDr2hwWlnn0sy8qr9RSdJDRcQ84MtAOXfQRzLzA0MKSXNT5z+T/jCUKCRpDBERwAHFoasy84ZhxaNp65tF+akN5zt7ZlE+v8/xaAqZSJP644SivENEvKBbxYjYBdivy7mSNBD1G4PPAy8rDv9LZr5nSCFpDqqHFb+3OPSHzLyyW31JGoJ/BB5f7H97WIFoWjsFuLsuPxx43XiV6/eHjysOfWdAcWkKRGYOOwZpxqvfoF4I7FIfuh7YJzOv6Ki3MVXvtW3rQ9cCW2XmkqmKVTNLRPwHcOAYL5VzMSwDlo9RZ5t6CXeJiHgp1ZDOEUtZcVWyidyYma/qb1Sa6SJif2Bn4N8y86YJ6m5M9c+jZxWHD83MLwwwRM1iHUM7T3Jop8YSEc8Cng18KjP/Mk69hwH/BHwcmFcfvhvYMjNvHnigmnEi4n3ASK/++4AXZ+b3x6i3I/BDRufIvhnYoh7ZpBnIOdKkPsjMjIhDgXOoJifdCDg/Ij4LnE2V5Hgi8CZgg/q05cBhJtE0gZWZeALTlRj753n0PxzNYJ0TJ8+nemPRlElZjWVNqh5m74qIs4GfA5cBt1C9qVhINXfMU4G/AVYrzv0O8MUpjVbSXLQAeCvwTxHxc6q5iS+l+jm1BFgHeALwcmDr4rzlwIEm0TSOTwDPBfag+v12ekR8jer32/XAulT/PDqE0YUJHgQOMok2s5lIk/okMy+JiAOArwKrU725OKLeOi0D3piZp09hiJIkDco8YO96m0hSDTN+Yzo0QtLUCapFwfZsUPc24JDM/O5gQ9JMlplLIuKFwPepemcHVUL25V1OuZ/quTpjikLUgDi0U+qziNgaOIbqvw9jzUN4LnB4Zv5ySgOTJKnPImJLqvmEng1sM0H1+4HvAcdk5jmDjk2SACJiW+AjwNOoegiN5xaqnrKfzszryNDbxwAAF7hJREFUBx2bZoeIWBl4N/BGRodvlh4E/ht4T2ZeNpWxaTBMpEkDUs8FsyewCdV/6q8FLshMVyeTJM06EbEOsAPVUM71qIax3APcDlwO/MbpDCQNU0RsAWwHbAqsTTWFxt1UCbRfAb+1p6wmKyJWonr/txVVQu1e4BrgrMy8dZixqb9MpEmSJEmSJEkNjDXsTJIkSZIkSVIHE2mSJEmSJElSAybSJEmSJEmSpAZMpEmSJEmSJEkNmEiTJEmSJEmSGjCRJkmSJEmSJDVgIk2SJEmSJElqwESaJEmSJEmS1ICJNEmS1JOIODEist4WDTueuSAi1o2I90XEzyPi1ohYVnwNvjPs+DRzRMTexbNz9bDj6afi88qI2HzY8UiSZicTaZKkOaMjATSy7TPJ801eaEpExOOAy4APAE8G1gHmDTUoSZKkOWqlYQcgSdKQfRh40rCDkMZxMrBhsX8ZcD3wYL1/8ZRHpGkhIrLY3SIzrx5WLJIkzRUm0iRJc90eEfHCzPzesAOROkXEE4Ed6t0Hgadn5llDDEmSJGlOM5EmSRJ8MCJOzcycuKo0pZ5QlM82iaa2MvOnQAw7jkHIzFn5eUmSphfnSJMkzVV/AEYSZzsALx9iLFI36xbla4YWhSRJkgATaZKkuesy4BvF/lERYU9tTTcrF+XlQ4tCkiRJgIk0SdLc9j5GkxNbAa/uR6MRcXWxuufeDc8pVxLdvEudctXQRfWxiIgXR8R3I+KPEbEkIm6NiO9HxN90aWe7iPhsRFwREfdFxN0R8euIODIi1pjk5/ywiPjbiDi1iOOGiDgzIg6dTJIyIraJiKMi4tyIuC4i7o+IWyLi4oj4eERs07Cdh9zbiFg3It4SEWdFxDUR8UD9+k69xjnG9R4WES+NiK9GxO/r+3tvRFwVEd+IiFeOdz8iYtFIvMCRxUuvGmPV2atbxrpSROwbER+NiB/V92Jx/fW7LiJ+Vn8NHtmwvYOL2H5aHN8lIj4TEZfWz2dGxK/GaefR9XXPq5+j+yPixoj4ZUR8uIev/bT5nqmv++T6nNPra98bEUvrz/G8iDg6IradoJ2/3uOOl/44xvOREXFix/l7T+b5iYg9I+JfI+KiOt6l9X24PCK+FtX3+cObtjfOdRaNFXtE7BURX6ivd0eMsXpyNPs52q393er2r6y/LndExCX187Zej5/D2hFxREScXz9biyPid1H9THhGUe8hz+c4bW4aEe+LiJ/U939J/TW4rX4WvxYRh0fEo3uJVZI0CZnp5ubm5uY2JzbgRKrhnAl8pz72heLYNcCqvZzfpd7VRb29G8aWxbZ5g+svAh4OnNZxbud2TEcb7wCWjVP/KmCzHu7jIqrhhz+YII6LgS0b3ovVgM8CD0zQ5gPAx4GH9XJvgWcBN3Rpc6eWz9iOwK8miDuB3wK7dWljUYPzR7arW8S6N3Bzw+vcD7y7QZsHF+f8lGo+3k9QLZTQ2eavxjj/YcCH6utN9LX/JLBSj8/qsL5ntqX6+dLkXi8Hjun2uXXc4ybbiWN83Rs/P8CjgR82vNZiYKOW30OLytiBNYAvdbnedzrOXeF7vWH7K9fP0nif1+3Ang3jfwbVqrrjtfclYEHn8zlOm2+u723Tr/kj2nwN3Nzc3NzG3xzCIkma644CXgnMBx4JvB741FAjamYl4DvA0+r9PwF/pHrTuROjCwq9OSL+nJn/EhHvBD5WH7+Hanjr/cBjgZEeF1sAp0bELpm5rGEc3wOeXO/fBFxJlQx7HLBqfXxn4McRsWdmdp3rq+7RchrwpOLwMuByqqTPWsDjqb5eK1ElOR5F8znu9gD+k9Ehk1dQveldlyrZMWkRsQdwRh3jiLuokmbLge2Aderj2wFnRsQLspr8vfR74Pt1eStgy7p8HXBpR90bW4T8SEa/7gB3UM0deCfV/dmM6t5Cdb8/HBELM/NdPVzjU8Cb6vJi4H/rj5t1VoyIhwFf5qFfyyupvkbrA9tTTZS/EvBWYMuIeEkPz+qwvmfWo7rfI+4Ffkd1zwPYhOrrHFTJxDfXn+9Yz/W1jD4fzy6OnwXcN0b9zmemsYjYHfhvVnxOkur75kZgFaqv5cb1a6vVx/olgJOBF9b7d9TXfoDR74u2jgUOqcu3F+1vR/U1AFgbOC0its/Ma7sGW/VAPpXRn3sjMV9OlUzelupnzcjvnLG+Xp1tHkKVWC39qd4eABZSJTvLr5GjjiRpkIadyXNzc3Nzc5uqjS49yqjepIwcvwlYo5fzx6h3dVFv74axNelJUV7/lvrjxcDuHfU2puoNNFL3NqpeWMup3sC/HlilqD8PeFdHDK9ueB9HejTdBLyEoncYsCbwUVbsjfSDCe7DqUXde4G3A2t21FmDqlfJ8qLumxve27vqj1+joxcR1ZvmNceLb5xrrAX8uSP2N3Tc55WpehPdWdS7AVhvnHYXFXVP7PP3wyuB3wCHA1t1qbM1VXJrJIYHgT3GafPgMe71PfW9WLWj7pYd+2/t+Fr9BNi2o84WPLRH2fsbPqvD/J7Zk6rn2rupEswxRp1HAp/u+H55adufG2Ocs3dxztXj1NuQFXtu3g98mDF6O1El0/65/h5oFEfDZ37kGboROICilx5Vku3Rvd6PjvZHnonrgL8D5hX1HgYcCiwt6p8wTtxrAn8p6t5dn79yUWcl4BX181X+/EzG6JFG9TPjlqLO9+j+vbo58I9UifsN2/58cHNzc3Prvg09ADc3Nzc3t6na6J5I24Dqzf7Ia+/r5fwx6l1d1Nu7YWy9JtKSKgmysEvddYo3ayNvgpcD+4wTQzl86qcN7+NIomTHceof0VH/b7rUe1VR505g5wnuWVn/dmD1Bvc2geMH8Gz9S9H+MuCZ49R9CisOXTxunLqLinon9jnmMe9Xl7qfKeI4ZZx6B3fc62XA0xq0vz5V75yR835IkYDoqDsP+G5RdynwqGn+PbMaEwxBLur+U9HmBRPUHWQi7ZSi3hJg3wZtzwfmt3wuF3V8XnfRkVBtcz/GaP/m8e4dVYJwpO69wIIu9T7Y8dw/fZw2d+Ohw5cXjVHvqcXrVzW5t9S9Gtt8Ddzc3Nzcxt/s9itJmvMy80ZWHDrztohYp1v9aeS1mXn3WC9k5m2suCrpfODzmfnjcdo7tijvHs0XCPh4Zv56nNePBi4p9l/Xpd4/l+XMvKRLPQAy8yRGh7itTdXTYyI3UiUq+iYiVmPFhSo+l5k/7FY/M39O1fNoxCv7MUl7rzLz3h6qv4cqmQLwvIiY1/C8z2XmWQ3qHcLocLj7gEMy84GxKmbmcuA1VD1+oOq10+2Z6jSU75nMvC8zH2wY46epenYBPDEiNmp4Xt9ExFbA3xaH3p+ZZ050XmYuzcylfQ7nA5l5RZ/bLL09M68e5/VjGR2CuYBqmPoK6u+HQ4pDX8jMn3RrMDMvoEpOT6QcDnxBk3ublabPmiRpEkykSZJUOZpqLhuohum9c4ixNHF5Zv5igjoXdOx/foL6FzK6iumqVMPoJrKMFZMJD1G/qft/xaFndq50GBFPoJp3CqreZSc0uDZUww5H7NOg/ld6TCA1sTfVJPYjmrxBPoZqCB9Ub86f1eeY+iozR+YHgyrexzU89fiG9V5clL+dmX/uWpO/Jr+/0uX8bqbL98y4MjM74titbZuT8DJG3yfcDvzbEGKA6udL058Fk3E38NXxKtTPfrnC7HZjVNsFKBOen2tw7eMa1FlSlB9XzyMoSRoyFxuQJAnIzDsi4hNUcwABvCkiPpWZNwwzrnFMlBCAaoL2EfezYq+wh8jMpRFxGytOsD2RizLzlgb1Ti/K86jeeJY9lZ5alM/q1htpDOVE6rs0qH9Ow3Z7sXtR/l1m/m6iEzLz2oi4BHhC0cbXBxBbIxGxPtXE9TtSzRe2kKpHVqmc3H0TYLxeiFANz51wovuIWIVqsv8Rp010Tu2/gdfW5W0iYu3MvGOc+tPieyYi1qS61ztRLeawJg+doP/xRXmTidocgPL78X8yc8JJ8Qfk8sy8dYDtX9iwB91fivJYvUefWJRvn6g3LUBm/iEi/sQYC28ULirKjwVOiIgjMvP6bidIkgbPRJokSaM+QzVZ8wZUvW7eB7xxqBF112S1xsVF+bZstrJhec6CBvUvm7gKZOZ1EXE7o29Ct2bFRFqZONglIs5o0i7V3FMj1u9aa9QfGrbbi62Kci8rJF7KaCJtq/EqDko9bPCTVBOt9/J34VoTV+GPde+qiWzKikm7pvewrBdUKxdePE79oX7PRMRaVIn6V7PiczuRJve638peVxd1rTV4g/h+LTX9R8lEX+NHFeVehqFezjiJtMz8c0R8k9FhtgcBr4iIc4Azqf4xcN4QE52SNCeZSJMkqZaZ90bERxgdmndoRHxigvlzhqXXeYgmM29RNKjTS2+RWxlNpHX23Fm3KG9ab71qknAYc36slsrPpZf7Ufbkm/I50iJiW6qVKjeYxOmdPajG0vRedz4LTe9hZ0/Iie7h0L5nImJDqnu9zSTabHKv+62cI/KmIVx/xCC+X0v9+hqXz/B4vSI73dmgzmFU/yR4Wr0/D9ir3gDuj4izqYY6fyUz7+/h+pKkSXCcvSRJK/ocoxN9zweOGmIsM0Evb0TLN3idyYHV+xBLk8TfICbhLj+XXu5HWXdKkyX15OinMJpEW0o1F9VLgO2pEgOrZGaMbMDPerxM03vd+bk3vYed9YaRcGrqi4wm0R4E/gt4JVVPzHWAVTvu9UnDCfOvyns5zMTMbJ80f8LPLzNvB55OtZjK2WOcswrwDKpn7P8i4un9DlKStCITaZIkFer5csrk2SsjYqzJpfumhxUQp6OFk6x7V8drZc+M48qkQi/b5D+NVsrYJ3s/eunF0g/PZ3Q47QPAvpn56sz8ZmZenpl3jjF3VC+fWy86e+U0vU5nvam+h41ExI7AfsWhl2fm32XmyZl5WWbePkYvov/f3r3HylVVcRz//ihaBIO2ylNQnloVtQgkWC2IplpEERBsiry18ogaTYyCGE2AqBgTjKIYFFREqEVMgZRiedgSNEQQCwQrREiRwg0CYqlAUcryj3Wud89lHmc6M/dBf59kkj2n+5y7z5kzczvrrr3XoK51XeW1rLNW4qauvIe7mYpbKxM1Il6IiMsi4gAye/ej5JTsPwHl9OnXA0sljUeBCjOzTYYDaWZmZi/2c+C+qr0ZcHaX+5cBiJfV6D+Zv6jWqlJYLSi/Y7Fp9HSxcv2qbXsd1Bh7rGjv1sV+5eL9j7XsNRhlldDLIqJOEYadBjSW0ede9xruPur5WF/DusprvSIiFtXYZ1DXuq5y7bA9x20Uk0dZZXZGF/t10xfIwjgRcXVEfDEi9iWDZ99ipHrsVOAb3R7XzMzqcyDNzMxslIjYAHyt2HSEpDoVIYeV6/pMb9lrxNs6d5mw9pVUJxPsnTSuzTp6Ufhbi/b+PY9qbJXnMrMKGrZVZSHu2+IYY6FcHP22Tp0l7c6AApwR8SjwSLGp7utfVkt9isEvTL+xur3WW5LVU+sos5H6mZFZvh8PaNnLhpWv6/QqC7EtSbsCu/T6gyNiTUScAZxTbD6wzueQmZltHAfSzMzMmlsErKzaoru/8D9YtN9eo/9hXRx7otkRmF2j3/yiPRQRfxv17zcwklGxg6S5/RjcGCmrj74SOLTGPnNoDEzd3KrjgNTJlCydOJBRjCjPf37N4OwxRfuWiJio62l1e62Ppv56b08X7W4qgXayrGjvL6nO59im7A4as/hOqbHPyX0ew+KivTmNBVzMzKyPHEgzMzNrIiIC+Gqx6YPArJq7/7loHymp5e9bSbsBn+x+hBPKOe0CH1XmxYJi04sWUo+IIWBhsek8SVv3b4iDExH3An8oNp3VLhtE0uY0BmbvioiOmUp9NlS039OuY5WN9oXBDoeLi/ZbgePadZb0MRoz0n4yiEH1STfXehpwVhfHLoM3e3QzqA4WAw8Vz39U3bfWREQ8T+M9vEDSga36S9oH+Hyn49YMKA8b/Xn5ZBf7mplZFxxIMzMzayEilgC/LzbVXSvoN0X7jcAZzTpJ2hm4hsximsxmA+c3K5ogaXvgamCLatM64PwWx/k6I0UIZgA3VUGclpRmSbpC0pyNGn1/lNOqZgCXV1P0GlQBtp8Be7fYd6wsL9pHSfpAs06S9gB+C7zoXPrsBhqnE/5Q0vtbjGkWjUGLu8h7bKJaXrT3l3RSs06StgOuA3bo4tjllOBT+zWdrwoMfaXY9C5gsaSWU9UlTZV0qqTJtsZhv3ybkaDpFOAaSSdJ+n9GoqQpkuaTGX9Tgcc7HPNLki7oVPBG0lY0BmD/GBHPdn0GZmZWi/+yZGZm1t6ZNH4R7igi7pG0lJFKfedUGQgLyS9arwEOIjPRtgIuoUMGzgR2FTAXOA2YJenHwCoycPZucopTOcXoyxHxcLMDRcT9ko4lA5FTgH2Av0paDFwPrAaeIavi7Uyuuza3agNc1Ncz60JELK3OfTjz7nDgbkkXkhmKG8hpvicDbyp2vTwirhjTwaZFwDfJoM0UYImknwLXAk8A25CL5B9PvpZ3As8BA6kGGBEh6QTgdjKwvCVwvaSF5D02VI3pEPK9Mhy0XQ8cV61rOFHdTN4Dw8HTi6rA5ZXkeU0n1yH7FHlvP0xe7w/VOPZlwMer9lxgSNJKGqvi3hQR3+t20BFxqaSDgOHA3yHA/ZIurc7pUTIY9AbyvX4YWThlabc/66UgItZKOoZ8D00lK69eBHxH0l/I9exmAK+tdvk1OTX3+Or56Cq5kNN1TwFOkXQncCN5Lz1KfhZOJz8nT6RxLb7xCM6bmW0yHEgzMzNrIyJWSFpGY+W9Ok4ls9leVz0/vHqMtpwMrkzWQNpKMhvoQmAm8IM2fc+NiAvaHSwirpZ0MPArYBr5f5Ujq8dEdxoZdDq2er4bWU2vlSuBEwY8pqYi4llJR5MZUFPJ67yAxim4wx4ir/9Ap09GxL1VVuG15Gsvcm29+S12WQccGhF3DnJcvaqChJ8gPw+mVZvnVY/RniSvdZ01toiIq6rA1vB6cdPIIH3pX10PesQCMtjz2er5q4HPVA8bJSJuknQo+ceR7arN08hAY2khGTgtg/9rOxz+HdQrQnF6RFxTo5+ZmW0kT+00MzPr7Mxud4iIB8n1kK5r0eUpMmtgTkSs72Fs4y4iLibXkFvVossaYF5EnF7zeNeTU2LPJbOj2vkn+aX0I2TW2riJiOcj4jgyQHJvm64PkIHToyKiWRbKmIiI5WQm1MoWXZ4DfgnMbFIcYlBjupVcI+1iMtusmf9U49qrOocJLyJWkWu6rWjRZQOwhLzWt7bo0+rYxwJHkBlOD5CBr2i7U/1jvxARnyODc7d0OO5q4Gwa123b5ETEMuDN5O+N28ng6HrytVkEHBwR8yPiaRoLjjSb5nkF8H2g0/svgN8BsyPi3N7OwMzMOlGupWxmZmaDUhUUOADYnvySuxq4MSKeGc9xDYKk/YC9yGyMtcA99FBRsSrUMLM65jZkxte/yelvq4BVE7VaY7Wu0X6MZKb8A7gjIu4ev1E1J2lvMtAznXzd1gArIqKXbKZex7Ql8F5gFzITai3wd2B5RKwbr3H1StIMMkNpW/Lz4BHyPTLhA1DV+mezyWq9ryKnF64BVkbEfeM5tsmmWlPyCfI6AsyoCpe06r8dOT18V/J9OoX8g8xq4LbJcP+Ymb1UOJBmZmZmZmY2hiTNY6RS8ePAtuEvZmZmk4KndpqZmZmZmfVIkmr22wk4r9h0iYNoZmaThwNpZmZmZmZmvXufpGWS5knaevQ/StpC0vHAbWTFXMjpmd8dy0GamVlvXLXTzMzMzMysdwLmVI8XJD0ADAH/Jdc1ewvw8qL/BuDTEfHQWA/UzMw2ngNpZmZmZmZmvSsLn2wG7FE9mhkCFkTEkoGPyszM+srFBszMzMzMzPpA0j7Ah4FZwJ5kddZXkNWGHwfuAJYBv4iI9eM1TjMz23gOpJmZmZmZmZmZmdXgYgNmZmZmZmZmZmY1OJBmZmZmZmZmZmZWgwNpZmZmZmZmZmZmNTiQZmZmZmZmZmZmVoMDaWZmZmZmZmZmZjU4kGZmZmZmZmZmZlbD/wAJxXbNWgsLbwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "smiles_AR_B = get_smiles_number_of_aromatic_rings(smiles_B, delete_nans=True)\n",
    "smiles_AR_B_counts = np.bincount(smiles_AR_B) / float(len(smiles_AR_B))\n",
    "\n",
    "smiles_AR_B_to_A = get_smiles_number_of_aromatic_rings(smiles_B_to_A, delete_nans=True)\n",
    "smiles_AR_B_to_A_counts = np.bincount(smiles_AR_B_to_A) / float(len(smiles_AR_B_to_A))\n",
    "\n",
    "reps = np.array([a != b for a, b in list(zip(smiles_B, smiles_B_to_A))])\n",
    "smiles_B_to_A_noreps = smiles_B_to_A[reps]\n",
    "\n",
    "smiles_AR_B_to_A_noreps = get_smiles_number_of_aromatic_rings(smiles_B_to_A_noreps, delete_nans=True)\n",
    "smiles_AR_B_to_A_counts_noreps = np.bincount(smiles_AR_B_to_A_noreps) / float(len(smiles_AR_B_to_A_noreps))\n",
    "\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.rcParams.update({'font.size': 35})\n",
    "\n",
    "ax = plt.subplot(111)\n",
    "ax.bar(np.arange(7)-0.2, np.concatenate([smiles_AR_B_counts, np.repeat(0., 3)]), width=0.4, label='B')\n",
    "ax.bar(np.arange(7)+0.2, np.concatenate([smiles_AR_B_to_A_counts_noreps, [0.]]), width=0.4, label='F(B)')\n",
    "\n",
    "plt.ylim((0, 1.05))\n",
    "\n",
    "plt.ylabel('Fraction of molecules')\n",
    "plt.xlabel('Number of aromatic rings')\n",
    "\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Table with datasets statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>A -&gt; G(A)</th>\n",
       "      <th>B -&gt; F(B)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Success rate</th>\n",
       "      <td>0.534193</td>\n",
       "      <td>0.421596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Diversity</th>\n",
       "      <td>0.995719</td>\n",
       "      <td>0.995370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Non-identity</th>\n",
       "      <td>0.908169</td>\n",
       "      <td>0.889889</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              A -> G(A)  B -> F(B)\n",
       "                                  \n",
       "Success rate   0.534193   0.421596\n",
       "Diversity      0.995719   0.995370\n",
       "Non-identity   0.908169   0.889889"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results_df = pd.DataFrame({\n",
    "                ' ': ['Success rate', 'Diversity', 'Non-identity'],\n",
    "                'A -> G(A)': [np.sum(np.array(smiles_AR_A_to_B) != 2.) / float(len(smiles_A_to_B)), len(set(smiles_A_to_B)) / float(len(smiles_A_to_B)), 1. - len(set(smiles_A_to_B) & set(smiles_A)) / float(len(set(smiles_A_to_B)))],\n",
    "                'B -> F(B)': [np.sum(np.array(smiles_AR_B_to_A) == 2.) / float(len(smiles_B_to_A)), len(set(smiles_B_to_A)) / float(len(smiles_B_to_A)), 1. - len(set(smiles_B_to_A) & set(smiles_B)) / float(len(set(smiles_B_to_A)))]\n",
    "            }).set_index(' ')\n",
    "results_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot distribution of tanimoto similarity between A and G(A) datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f61c6efd2d0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "distances_A_to_B = create_tanimoto_column(smiles_A, smiles_A_to_B)\n",
    "\n",
    "zinc_smiles = pd.read_csv('../data/input_data/250k_rndm_zinc_drugs_clean_3_canonized.csv')[['smiles']].values.reshape(-1,)\n",
    "indices = np.random.permutation(zinc_smiles.shape[0])\n",
    "indices = indices[0:smiles_A.shape[0]]\n",
    "distances_A_to_B_random = create_tanimoto_column(smiles_A, zinc_smiles[indices])\n",
    "    \n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.rcParams.update({'font.size': 35})\n",
    "sns.kdeplot(distances_A_to_B[distances_A_to_B != 1], shade=True, label='A vs G(A)')\n",
    "sns.kdeplot(distances_A_to_B_random, shade=True, label='A vs random')\n",
    "\n",
    "plt.xlabel('Tanimoto similarity')\n",
    "plt.xlim((-0.05, 1.05))\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot distribution of tanimoto similarity between B and F(B) datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f61c6e79a50>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "distances_B_to_A = create_tanimoto_column(smiles_B, smiles_B_to_A)\n",
    "\n",
    "zinc_smiles = pd.read_csv('../data/input_data/250k_rndm_zinc_drugs_clean_3_canonized.csv')[['smiles']].values.reshape(-1,)\n",
    "indices = np.random.permutation(zinc_smiles.shape[0])\n",
    "indices = indices[0:smiles_B.shape[0]]\n",
    "distances_B_to_A_random = create_tanimoto_column(smiles_B, zinc_smiles[indices])\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.rcParams.update({'font.size': 35})\n",
    "sns.kdeplot(distances_B_to_A[distances_B_to_A != 1], shade=True, label='B vs F(B)')\n",
    "sns.kdeplot(distances_B_to_A_random, shade=True, label='B vs random')\n",
    "\n",
    "plt.xlabel('Tanimoto similarity')\n",
    "plt.xlim((-0.05, 1.05))\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot distribution of tanimoto similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f61bb389490>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "distances_A_to_B = create_tanimoto_column(smiles_A, smiles_A_to_B)\n",
    "distances_B_to_A = create_tanimoto_column(smiles_B, smiles_B_to_A)\n",
    "\n",
    "zinc_smiles = pd.read_csv('../data/input_data/250k_rndm_zinc_drugs_clean_3_canonized.csv')[['smiles']].values.reshape(-1,)\n",
    "\n",
    "indices_A = np.random.permutation(zinc_smiles.shape[0])\n",
    "indices_A = indices_A[0:smiles_A.shape[0]]\n",
    "distances_A_to_B_random = create_tanimoto_column(smiles_A, zinc_smiles[indices_A])\n",
    "\n",
    "indices_B = np.random.permutation(zinc_smiles.shape[0])\n",
    "indices_B = indices_B[0:smiles_B.shape[0]]\n",
    "distances_B_to_A_random = create_tanimoto_column(smiles_B, zinc_smiles[indices_B])\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.rcParams.update({'font.size': 35})\n",
    "\n",
    "sns.kdeplot(distances_A_to_B[distances_A_to_B != 1], shade=True, label='X vs G(X)')\n",
    "sns.kdeplot(distances_A_to_B_random, shade=True, label='X vs random')\n",
    "\n",
    "sns.kdeplot(distances_B_to_A[distances_B_to_A != 1], shade=True, label='Y vs F(Y)')\n",
    "sns.kdeplot(distances_B_to_A_random, shade=True, label='Y vs random')\n",
    "\n",
    "plt.xlabel('Tanimoto similarity')\n",
    "plt.xlim((-0.05, 1.05))\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot most similar molecules from A and G(A) datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_best_scores = crate_df_with_best_scores(smiles_A, smiles_A_to_B)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/envs/molcyclegan/lib/python2.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n",
      "/opt/conda/envs/molcyclegan/lib/python2.7/site-packages/ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    }
   ],
   "source": [
    "best_mols = df_best_scores[df_best_scores['same_aromatic_number'] == False]\n",
    "best_mols['tanimoto'] = create_tanimoto_column(best_mols['A'].values, best_mols['B'].values)\n",
    "best_mols.sort_values('tanimoto', ascending=False, inplace=True)\n",
    "best_mols = best_mols.iloc[0:10]\n",
    "best_mols['mol_A'] = best_mols['A'].apply(smiles_to_mol)\n",
    "best_mols['mol_B'] = best_mols['B'].apply(smiles_to_mol)\n",
    "best_mols['tanimoto'] = best_mols['tanimoto'].apply(lambda x: np.round(x, 3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=600x400 at 0x7F61C6EF2D50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_1 = PandasTools.FrameToGridImage(best_mols.iloc[0:3], column='mol_A', molsPerRow=3)\n",
    "img_2 = PandasTools.FrameToGridImage(best_mols.iloc[0:3], column='mol_B', legendsCol='tanimoto', molsPerRow=3)\n",
    "\n",
    "new_im = Image.new('RGB', (600, 400))\n",
    "\n",
    "new_im.paste(img_1, (0, 0))\n",
    "new_im.paste(img_2, (0, 200))\n",
    "\n",
    "display(new_im)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot most similar molecules from B and F(B) datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_best_scores = crate_df_with_best_scores(smiles_B, smiles_B_to_A)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/envs/molcyclegan/lib/python2.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n",
      "/opt/conda/envs/molcyclegan/lib/python2.7/site-packages/ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    }
   ],
   "source": [
    "best_mols = df_best_scores[df_best_scores['same_aromatic_number'] == False]\n",
    "best_mols['tanimoto'] = create_tanimoto_column(best_mols['A'].values, best_mols['B'].values)\n",
    "best_mols.sort_values('tanimoto', ascending=False, inplace=True)\n",
    "best_mols = best_mols.iloc[0:10]\n",
    "best_mols['mol_A'] = best_mols['A'].apply(smiles_to_mol)\n",
    "best_mols['mol_B'] = best_mols['B'].apply(smiles_to_mol)\n",
    "best_mols['tanimoto'] = best_mols['tanimoto'].apply(lambda x: np.round(x, 3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=600x400 at 0x7F61BA9BA190>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_1 = PandasTools.FrameToGridImage(best_mols.iloc[0:3], column='mol_A', molsPerRow=3)\n",
    "img_2 = PandasTools.FrameToGridImage(best_mols.iloc[0:3], column='mol_B', legendsCol='tanimoto', molsPerRow=3)\n",
    "\n",
    "new_im = Image.new('RGB', (600, 400))\n",
    "\n",
    "new_im.paste(img_1, (0, 0))\n",
    "new_im.paste(img_2, (0, 200))\n",
    "\n",
    "display(new_im)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
